🔐 Building Secure AI Agents with Auth0: A Developer's Guide Artificial Intelligence agents are revolutionizing how we interact with technology, but with great power comes great responsibility. Security should never be an afterthought when building AI-powered applications. Let's explore how Auth0 makes it easier to implement robust authentication and authorization for AI agents. AI agents have access to sensitive data, make autonomous decisions, and interact with various APIs and services. Without proper authentication and authorization, these agents become potential security vulnerabilities. From unauthorized access to data breaches, the risks are substantial. Token-Based Authentication Auth0's robust token management ensures that your AI agents can securely authenticate with backend…  ( 7 min )

Navigating the Minefield of Payment Code Refactoring In the high-stakes world of financial technology, code changes carry extraordinary weight. When dealing with payment systems, the stakes multiply exponentially, as even minor regressions can trigger significant financial losses and irreparable damage to customer trust. This reality creates a paradox: payment systems desperately evolve to meet new requirements, yet the fear of catastrophic failures often leads to technical stagnation. Working extensively with legacy payment infrastructure has revealed a troubling pattern. When developers approach financial code with excessive caution, the system inevitably deteriorates—not unlike the broken window theory applied to software. Instead of physical decay, we encounter what I call "spooky wi…  ( 8 min )

## Installing and Using Cron in Node.js: Create Recurring Tasks and Automate Processes Automating tasks is crucial for any application. In Node.js, you can easily schedule the execution of functions and scripts using libraries like node-cron. This article explores how to install, configure, and use node-cron to create recurring tasks, with a practical example of reminders. Installing node-cron is simple. Use the npm (Node Package Manager) package manager in your terminal: npm install node-cron With node-cron installed, you can start scheduling your tasks. The library uses a cron-based syntax to define how often tasks should be executed. The basic syntax is: * * * * * * │ │ │ │ │ │ │ │ │ │ │ └─ Day of the week (0 - 7, where 0 and 7 represent Sunday) │ │ │ │ └─ Month (1 - 12) │ │ │ └─ Day o…  ( 7 min )

## Instalando e Usando Cron em Node.js: Crie Tarefas Recorrentes e Automatize Processos Automatizar tarefas é crucial para qualquer aplicação. Em Node.js, você pode facilmente agendar a execução de funções e scripts usando bibliotecas como node-cron. Este artigo explora como instalar, configurar e usar o node-cron para criar tarefas recorrentes, com um exemplo prático de lembretes. A instalação do node-cron é simples. Use o gerenciador de pacotes npm (Node Package Manager) no seu terminal: npm install node-cron Com o node-cron instalado, você pode começar a agendar suas tarefas. A biblioteca usa uma sintaxe baseada em cron para definir a frequência com que as tarefas devem ser executadas. A sintaxe básica é: * * * * * * │ │ │ │ │ │ │ │ │ │ │ └─ Dia da semana (0 - 7, onde 0 e 7 representam…  ( 7 min )

Nono La Grinta – LOVE YOU | A COLORS SHOW Paris’s own Nono La Grinta brings raw precision and unflinching grit to his performance of “LOVE YOU,” a standout track lifted from his upcoming debut project. Shot in COLORSxSTUDIOS’s signature minimalistic setting, the spotlight stays firmly on Nono’s fierce delivery and undeniable charisma. COLORSxSTUDIOS remains the go-to platform for fresh, boundary-pushing artists, offering a clean, distraction-free stage. From 24/7 livestreams to curated playlists like FEEL and MOVE, COLORS keeps you in touch with the next wave of global talent. Watch on YouTube  ( 6 min )

😱 Stop Writing Useless SQL Queries! Discover the Secret Powers of Window Functions If you’ve ever written nested subqueries upon subqueries, struggling to get analytics-like results from your SQL database — you're not alone. Most people use SQL like it's still 1997, completely missing out on one of its most powerful modern features: window functions. But not you. Not after this post. Today, we're diving deep into SQL Window Functions – a severely underused but game-changing feature that can make your SQL cleaner, faster, and 10x more powerful. Regular queries return grouped data or a single result per row. But what if you wanted to: Show each user's total purchases next to each order? Rank blog posts by views within each category? Compare a row's value with a previous or next row — with…  ( 9 min )

We have all seen it and are mesmerised by it. ChatGPT can write new essays, generate images, create stories, create art, write code, be our friend, and give advice as a mentor — It is doing it all. It seems like magic, but this is a result of decades of ideas, technological evolutions and small steps taken behind the scenes — while the Generative AI models emerged as winners on the grand stage of AI. How did we get here? I will trace through the story of how we got to these powerful LLMs. The journey of how we got here draws a lot of parallels from trying to mimic how the actual human mind works. Symbolic AI: In the Beginning [1950s - 1980s] The early version of AI followed statements which seemed more like the If-Else clause — “If X happens, do Y.” This is referred to as — Symbolic AI. Fo…  ( 9 min )

Dear Silas brings a fresh Southern twist to COLORS with “Still Southern Playalistic,” showcasing his dual talents as a rapper and trumpeter. The Mississippi native fuses crisp, laid-back cadences with jazz-infused melodies on a minimalistic stage that keeps all eyes (and ears) on his smooth flow and soulful brass lines. Catch the full performance on COLORS’ 24/7 livestream or dive into their curated playlists. Follow Dear Silas on TikTok and Instagram, and stream “Still Southern Playalistic” wherever you get your music. Watch on YouTube  ( 6 min )

Jorja Smith – “The Way I Love You” Live on KEXP Jorja Smith delivers an intimate, soul-soaked performance of “The Way I Love You” in the KEXP studio, recorded August 8, 2025. Backed by guitarist Benjamin Totten and guided through the session by host Larry Mizell Jr., the set was engineered by Kevin Suggs, mastered by Matt Ogaz, and captured on four cameras by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht (with Beckmann also handling the edit). For the full video experience, head to KEXP’s YouTube channel or visit jorjasmith.com—and if you’re craving more behind-the-scenes action, don’t forget to join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith dropped by the KEXP studio on August 8, 2025, for a stripped-down live take of Try Me, backed by guitarist Benjamin Totten. Host Larry Mizell, Jr. guided the session while Kevin Suggs handled the audio engineering and Matt Ogaz took care of mastering. The performance was captured by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht (edited by Jim Beckmann). Catch the full session at kexp.org or jorjasmith.com, and join her YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

When Jorja Smith dropped into KEXP’s Seattle studio on August 8, 2025, she turned in a raw, soulful rendition of “Be Honest” with guitarist Benjamin Totten. Host Larry Mizell Jr. guided the vibes while Kevin Suggs and Matt Ogaz did audio and mastering magic; Jim Beckmann and the camera squad (Carlos Cruz, Leah Franks & Luke Knecht) caught every moment, with Jim steering the edit. Want more? Cruise over to jorjasmith.com or kexp.org—and join the KEXP YouTube channel for behind-the-scenes perks! Watch on YouTube  ( 6 min )

Jorja Smith stopped by KEXP on August 8, 2025 for an intimate live take of “On My Mind,” backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr. The session was captured by an all-star crew—audio by Kevin Suggs, mastering by Matt Ogaz, and cameras led by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht. For more from Jorja, head to jorjasmith.com, or dive into KEXP’s channel (and enjoy member perks) at kexp.org. Watch on YouTube  ( 6 min )

Instagram has become an indispensable tool for personal branding, businesses, and creators. With millions of users sharing content daily, the platform’s data is a goldmine of insights that can help you optimize your engagement, track growth, and enhance marketing strategies. However, Instagram doesn’t make it easy to export all the valuable data in a format that is easily usable or analyzable. That’s where the Instagram Export Tool comes into play, providing a seamless way to manage and export Instagram data for various use cases. In this post, we’ll discuss the best export options for Instagram and why the Instagram Export Tool can help you get the most out of your Instagram data. The Instagram Export Tool is an open-source project hosted on GitHub that allows users to download their Inst…  ( 9 min )

Why Deep Agents (Agent 2.0)? Classic agents often run a simple loop: think → call a tool → observe → repeat. That’s great for quick, transactional queries, but it breaks down on multi-hour or multi-day tasks (hallucinations, loss of goal, looping, no recovery). Deep Agents try fix this by changing the architecture (not just the prompt) based on the four pillars below: Explicit Planning – The agent continuously maintains a plan (e.g., a TODO in Markdown) with clear statuses instead of hiding intent in a just chain-of-thought. Hierarchical Delegation (Sub-Agents) – An Orchestrator delegates to specialized agents (Researcher, Coder, Writer, …), each working in a clean context and returning synthesized results. Persistent Memory – Intermediate artifacts (notes, code, data) are written to ex…  ( 8 min )

When bots write 23% of your code and reviews take 42 seconds I was looking through LobeChat's collaboration data and had to double-check the numbers. 42-second median review turnaround. Not 42 minutes. Forty-two seconds from opening a PR to getting your first review. Most projects I've analyzed measure this in hours or days. LobeChat has somehow optimized it down to less than a minute. But that's just the beginning of what makes this project interesting. Here's the stat that made me stop scrolling: 23% of their PRs are bot-generated. Not bot-reviewed. Not bot-approved. Bot-written. Most projects have maybe 1-5% bot PRs (usually dependency updates). LobeChat has essentially made bots a full team member. They're handling localization, documentation, routine refactoring—real feature work. Th…  ( 8 min )

Quando começei a trabalhar com AWS em 2021, nos meus estudos para a CCP via o S3 **como um Google Drive com **capacidade infinita (obviamente tinha uma visão beemm limitada de um cara que vinha de router bgp em Cisco). Contudo tenho notado que nos últimos anos, o S3 se consolidou como a espinha dorsal dos Data Lakes modernos na AWS, com cada vez mais funções e inovações. Praticamente todo projeto de dados na AWS começa por lá: armazenando logs, relatórios financeiros, eventos de aplicações ou mesmo datasets públicos. Na prática ele deixou de ser um repositório passivo e virou o ponto de partida da inteligência de dados na nuvem. O desafio agora não é mais guardar dados, e sim extrair valor deles sem clusters caros ou ETLs pesados. É aí que entra o Amazon Athena. Lançado em 2016, como um se…  ( 11 min )

California Bill Highlights User Protection Perspective in AI Introduction Recently, I read an excellent article on AI security. It provides a detailed explanation of the evolution of prompt injection attacks and their defense architectures (Prompt Injection 2.0, Building AI Systems That Don't Break Under Attack). https://dev.to/pinishv/prompt-injection-20-the-new-frontier-of-ai-attacks-33mp https://dev.to/pinishv/building-ai-systems-that-dont-break-under-attack-be3 Protecting systems from attacks is an extremely important theme. After reading this article, I received more AI-related news from California. "California Becomes First US State to Mandate Safety Measures for AI Chatbots" — AFPBB News, October 14, 2025 :contentReference[oaicite:0]{index=0} https://www.afpbb.com/artic…  ( 26 min )

Building My First ever Dynamic Profile API This week started with my participation in HNG internship; with me shuttling between the two stacks namely: frontend web development and backend web development. It has been a challenging week;i saw that the backend was more challenging for me than the frontend (though it has its own numerous challenges) hence, i had to submit the frontend task first as soon as possible in order to focus on the backend. For this, I worked on an interesting backend challenge as part of the HNG Internship Stage 0; a pre-requisite to move to Stage 1. The task was to build simple RESTful API that returns my profile information along with a random cat fact fetched dynamically from the Cat Facts API: https://catfact.ninja/fact. It also has a timestamp that dynamicall…  ( 7 min )

This article was written by Elie Hannouch. Inside MongoDB’s storage engine, WiredTiger, nothing happens by accident. Every page in memory exists under policy—governed, measured, and continuously evaluated against the limits of RAM, I/O bandwidth, and checkpoint cadence. Eviction is not cleanup. It’s runtime arbitration between volatility and durability. When the process starts, WiredTiger allocates a fixed memory region known as the cache arena, typically 50% of physical RAM. Within that space live B-tree pages: internal nodes, leaf nodes, and history-store entries. Each page carries operational metadata: dirty, clean, hazard-protected, in-use, last_access_time, and generation. This metadata feeds into a per-page score, which informs the eviction subsystem’s next decision. At steady state,…  ( 8 min )

Welcome back to Code in Action, the series where we build practical backend projects, step by step. In this tutorial, we're going to build a simplified version of Strawpoll — the popular online service that lets users create quick polls, share them with others, and collect votes in real time. Our API will include 3 endpoints: A GET /poll/:id for retrieving polls. A POST /poll/create for creating polls. A POST /poll/vote for voting in polls. Along the way, we'll implement an in-memory SQL-like database to store our data, and a schema validator middleware to ensure the data of every incoming HTTP request is clean and predictable. Ready? Let's build! Let's create and enter the project's directory named strawpoll-lite. mkdir strawpoll-lite cd strawpoll-lite Create the package.json file of the…  ( 22 min )

Before you start (checks) 1) Create Terraform files (example structure) day67-s3/ 2) variables.tf variable "region" { type = string default = "us-east-1" } variable "bucket_name" { type = string # bucket names must be globally unique default = "my-unique-day67-bucket-" } variable "read_only_principal_arn" { description = "ARN of IAM user or role to grant read-only access" type = string default = "arn:aws:iam:::user/" # replace } 3) main.tf — bucket, versioning, policy, (optional) public access block provider "aws" { region = var.region } # S3 bucket resource "aws_s3_bucket" "site" { bucket = var.bucket_name # If you plan to host a static website, uncomment the website block and adjust # website { # in…  ( 8 min )

Comments are extremely important—especially in large companies where there are often high standards for code documentation. You can usually judge a programmer's skill level by looking at how they write comments. That's why it's crucial for developers to form the habit of writing good comments in their daily work. In many cases, the ratio of comments to code can be 1:1, or even 1:2 or 1:3. I’ve experienced this firsthand. Sometimes when someone sends me code to modify, the source code is a complete mess—densely packed, no comments in sight. Modifying that kind of code is pure agony. I have to figure out what every variable means, what each statement does, what the purpose of each block is, and so on. Honestly, I’d rather write the feature from scratch than try to decipher that kind of code. So writing good comments doesn’t just benefit yourself—it can be incredibly helpful to others, too. Well-written code must include clear comments. Reading thoroughly commented, well-structured code is a real pleasure—something only fellow programmers might truly appreciate. Make writing comments a daily habit. There are two main reasons: Other developers will use your code, so comments improve readability. If your code isn’t annotated, others might prefer to rewrite it from scratch rather than try to understand it. That’s inefficient. You’ll need to read your own code later. Memory fades—there will come a time when you don’t remember what your own logic meant. Good comments help you quickly recall the original purpose and logic behind your code, saving time and effort. Start now—add comments to your code. It will help you walk more steadily, and go much farther. Visit the https://payhip.com/OracleeBookSoftwareShop website to get an e-book about Oracle internal storage.  ( 6 min )

Another step with Apple containers! My initial blog post detailing my first practical experience with Apple containerization technology sparked a flurry of discussion and significant inquiries from my colleagues. The central question raised — and the point of subsequent internal debate — was whether this capability possessed the necessary maturity and reliability for industrial-scale deployment. My answer to that is an unequivocal “YES.” This certainty stems from further comprehensive testing, which has solidified my conviction that this capacity provided by Apple is not only viable today but is also poised for accelerated development and is undeniably here to stay. For my first (new) test, I wrote a vey basic “Hello World” app in Go. package main import ( "fmt" ) func main() { // Sim…  ( 8 min )

Desmitificando C++: Una Guía de Reversing para V-Tables y RTTI en x64 Sup reversers El compilador de C++, especialmente el de Microsoft (MSVC++), realiza una serie de "magias" internas para soportar características como el polimorfismo. En este post, vamos a sumergirnos en las profundidades de los binarios de C++ en x64. Desglosaremos qué son las funciones virtuales, cómo se implementan usando v-pointers (punteros virtuales) y v-tables (tablas de funciones virtuales), y cómo el compilador nos permite identificar tipos de objetos en tiempo de ejecución a través de RTTI (Run-Time Type Information). Lo más importante es que veremos cómo identificar y analizar todo esto en nuestra herramienta favorita: IDA Pro. Antes de hablar de punteros y tablas virtuales, entendamos cómo se ve un objeto s…  ( 10 min )

I’ve been using the Zettelkasten method with Obsidian to take notes, connect ideas, and build a personal knowledge system. In this post, I’ll share how I’ve set it up, why it works for me, and how it’s helped me think more clearly and creatively. I tried several note-taking apps like Evernote, Notion, OneNote, Google Keep; but none felt quite right until I stumbled upon Obsidian. One of its biggest advantages for me is the high level of customization and the fact that notes are written in Markdown and stored locally. However, it wasn’t just about switching apps—my entire note-taking workflow had to change. First of all, I changed my Obsidian theme. In Settings > Appearance > Themes, you can manage themes. My favourite one is Cupertino, but FastPpuccin and Tokyo Night are pretty good as wel…  ( 10 min )

Claude Pro delivers exceptional AI capabilities at $20/month, but its 200K token context window creates a critical disadvantage against competitors offering 1M tokens at the same price point. While Anthropic has built industry-leading tools like the Model Context Protocol (MCP) and the innovative Claude Skills feature announced October 16, 2025, these powerful capabilities can't overcome the fundamental constraint of working memory—and that's pushing workplace users toward Google Gemini. Google Gemini AI Pro costs $19.99/month and provides a 1 million token context window—five times larger than Claude Pro's 200,000 tokens. That difference translates to approximately 1,500 pages versus 500 pages of working memory. While OpenAI's ChatGPT Plus offers similar consumer pricing, its extended con…  ( 10 min )

Every modern application that uses third-party services struggles with one key issue: sharing resources without compromising security. On one hand, functionality demands collaboration, but on the other hand, security models demand isolation. Users need to grant applications access to their resources across multiple services. However, traditional authentication models force developers to make a tough choice between security and functionality. The core problem is granting access to resources in a way that maintains security boundaries, limits privilege scope, and preserves user control. Picture this: Application A wants to access data in service B. Application A stores the credentials and gains full access equivalent to the user, with no limit on scope or access. Now, service B cannot distin…  ( 10 min )

Every app developer starts with an idea—sometimes it’s a spark that comes suddenly, other times it’s the result of months of research. But no matter how you get there, protecting your idea is just as important as building it. Legal missteps in the early stages can spell disaster later, turning your dream project into a frustrating mess. Let’s discuss what you need to watch for, how to shield your app from copycats, and why keeping your legal bases covered can save you time, money, and headaches in the long run. If you’re just starting to code, assembling a team, or even evaluating the playground of competitors, legal considerations might seem like something you’ll “get to later.” But those who take legal matters seriously from day one have an edge—not just in stopping thieves, but also in …  ( 10 min )

If you’re new to Kotlin, you might have seen something like this: val number = 50_000 At first, it might look like a typo. But don’t worry — it’s actually a feature! Kotlin allows underscores in numbers to make large numbers easier to read, just like commas in English numbers. Think of it this way: 50000 → “fifty thousand” 50_000 → “fifty thousand” (much easier to read) 🔹 Read the full blog on Medium https://medium.com/@vrushalidev/why-kotlin-lets-you-write-50-000-instead-of-50000-861f132cc25e  ( 6 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang got early access to the brand-new GRM Tools Atelier and dives into its one-of-a-kind global features, mind-blowing modulation system and a smorgasbord of audio generators and processors. He walks through each chapter—from the initial overview and unique global controls to the groundbreaking modulation engine—before wrapping up with his final thoughts on this next-level sound-design playground. Aside from geeking out over Atelier, Andrew also drops links to his own plugin, book, online course, Patreon and Discord, plus all his favorite gear and software via affiliate links. Whether you’re after fresh sound ideas or just curious about the latest in modular-style plugins, this video has you covered. Watch on YouTube  ( 6 min )

Indys Blu – “Saddest Song” on A COLORS SHOW New Orleans’s own Indys Blu pours raw emotion into her solo COLORS session, delivering her single “Saddest Song” with haunting vocals and poetic lyrics that cut straight to the heart. True to COLORS’ signature style, the stripped-back setup keeps the spotlight on her soulful performance, proving once again why the platform’s minimalist stage is a launchpad for fresh talent and unforgettable moments. Watch on YouTube  ( 6 min )

Circles Around the Sun – “Hot Pursuit” Live on KEXP On August 21, 2025, Circles Around the Sun lit up the KEXP studio with a fiery take on “Hot Pursuit.” The quartet—Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar)—delivered a tight, groove-packed performance under the watchful ears of host Troy Nelson and engineer Kevin Suggs, with mastering by Matt Ogaz. Dive deeper into their sound at circlesaroundthesun.bandcamp.com or catch more epic sessions at kexp.org! Watch on YouTube  ( 6 min )

Jorja Smith – “With You” (Live on KEXP) Jorja Smith brings laid-back vibes to the KEXP studio, delivering a soulful, stripped-down run-through of “With You” on August 8, 2025. Paired with guitarist Benjamin Totten and guided by host Larry Mizell Jr., this intimate session puts Jorja’s voice front and center. Behind the scenes, Kevin Suggs handled the audio mix, Matt Ogaz mastered the track, and a four-camera team (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) captured every moment. Editor Jim Beckmann then wove it all together into a must-see live performance on KEXP.ORG. Watch on YouTube  ( 6 min )

Jorja Smith took over the KEXP studio on August 8, 2025, with a heartfelt live take on “The Way I Love You.” Backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr., her soulful vocals shine in this intimate session. Engineered by Kevin Suggs and mastered by Matt Ogaz, the performance was captured on camera by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht (edited by Beckmann). Dive deeper at jorjasmith.com and kexp.org, and join the KEXP YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Jorja Smith lights up the KEXP studio with a raw, intimate take on Try Me, recorded live on August 8, 2025. Backed by guitarist Benjamin Totten and guided by host Larry Mizell Jr., her powerhouse vocals take center stage in this stripped-down session. Behind the scenes, audio engineer Kevin Suggs and mastering guru Matt Ogaz shape the sound, while Jim Beckmann, Carlos Cruz, Leah Franks, and Luke Knecht man the cameras and editing duties. For more Jorja magic, swing by her official site or hop on the KEXP channel. Watch on YouTube  ( 6 min )

Jorja Smith – “Be Honest” Live on KEXP Jorja Smith dropped a soulful live take of “Be Honest” in the KEXP studio on August 8, 2025, backed by Benjamin Totten’s crisp guitar work. Hosted by Larry Mizell, Jr., the session was engineered by Kevin Suggs, mastered by Matt Ogaz and captured by a four-camera crew (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht), with Jim Beckmann on the edit. Craving more? Head to jorjasmith.com or kexp.org – and if you want exclusive perks, hit up her YouTube channel’s join link! Watch on YouTube  ( 6 min )

🎯 El Desafío de Debugging en Sistemas RAG Imagina que tu sistema RAG está en producción: ✅ API recibe 100+ req/s ✅ Pipeline complejo: Embedding → Qdrant → Reranking → LLM ✅ Múltiples servicios integrados Pero hay un problema: ¿Cómo debuggeas cuando algo sale mal? Preguntas sin Respuesta Performance: "¿Por qué esta query tardó 5 segundos cuando debería tomar 2?" Quality: "¿Por qué el LLM generó una respuesta incorrecta?" Errors: "¿Dónde falló exactamente en el pipeline?" Cost: "¿Cuántos tokens estoy consumiendo por día?" User Experience: "¿Qué % de usuarios obtienen respuestas relevantes?" Sin observabilidad: debugging a ciegas con print statements y logs dispersos. La Complejidad del RAG Pipeline User Query: "¿Cuántos días de vacaciones?" ↓ ├─ [1] Embedding gen…  ( 16 min )

Get Data Lakehouse Books: Apache Iceberg: The Definitive Guide Apache Polaris: The Defintive Guide Architecting an Apache Iceberg Lakehouse The Apache Iceberg Digest: Vol. 1 Lakehouse Community: Join the Data Lakehouse Community Data Lakehouse Blog Roll OSS Community Listings Dremio Lakehouse Developer Hub Will be recording an episode on this topic on my podcast, so please subscribe to the podcast to not miss it (Also on iTunes and other directories) Apache Iceberg has done something few projects manage to pull off, it created a standard. Its table format and REST-based catalog interface made it possible for different engines to read, write, and govern the same data without breaking consistency. That’s a big deal. For the first time, organizations could mix and match engines while keeping …  ( 14 min )

When I started my frontend development journey, HTML and CSS were my comfort zone. Once I began encountering libraries and frameworks, I’ll be honest—I resisted. Why complicate things? Vanilla HTML and CSS worked just fine, or so I thought. Everything changed after my Tech4Dev Women Techsters Fellowship during my NYSC year. I realized that HTML and CSS were just the foundation—a glimpse into the broader and more dynamic world of frontend development. I became excited about learning the tools that make modern web applications powerful. Then came Bootstrap. At first, I only learned Bootstrap because I had to. I wasn’t exactly impressed. Later on, I discovered Tailwind CSS and fell in love instantly. Its utility-first approach was everything I wanted, and honestly, it made me think Bootstrap …  ( 9 min )

Don't ask me why, but in my team we have a Power BI report that has an Excel file embedded in it. Kind of hard coded. Now, the time came and the Excel had to be updated. So, with the following snippet I created a new binary representation and replaced it in the right query: let Source = Excel.Workbook(File.Contents("C:\Path\to\my\file.xlsx"), null, true), Sheet1_Sheet = Source{[Item="Sheet1",Kind="Sheet"]}[Data], #"Promoted Headers" = Table.PromoteHeaders(Sheet1_Sheet, [PromoteAllScalars=true]), #"Converted to List" = Table.ToRows(#"Promoted Headers"), #"Serialized to JSON" = Json.FromValue(#"Converted to List"), #"Compressed to Binary" = Binary.Compress(#"Serialized to JSON", Compression.Deflate), #"Converted to Text" = Binary.ToText(#"Compressed to Binary", BinaryEncoding.Base64) in #"Converted to Text" In turn, I could copy the generated string and replace it in the line: Table.FromRows(Json.Document(Binary.Decompress(Binary.FromText("binaryRepresentationOfTheExcel", BinaryEncoding.Base64), Compression.Deflate)), let _t = ((type nullable text) meta [Serialized.Text = true]) in type table [date = _t, Foo = _t, Bar = _t]),  ( 6 min )

🎯 El Desafío de la Precisión en Búsqueda Vectorial Imagina que tu sistema RAG funciona así: ✅ Usuario pregunta: "¿Qué pasa si un trabajador falta 20 días sin justificación?" ✅ Embedding genera vector de 384 dimensiones ✅ Qdrant devuelve los 10 documentos más similares en 30ms ✅ Resultados ordenados por similitud coseno Pero hay un problema: la similitud vectorial no siempre captura la relevancia semántica perfectamente. El Problema Real Query: "¿Qué pasa si un trabajador falta 20 días sin justificación?" Resultados de búsqueda vectorial (solo embeddings): 1. Score: 0.85 - Artículo 42: "el trabajador está obligado a..." 2. Score: 0.83 - Artículo 219: "el trabajador perderá el derecho a vacaciones cuando haya faltado más de quince días sin causa justificada" ⬅️ MÁS RELEVANTE 3.…  ( 15 min )

Summary: Future of Healthcare Article Successfully Published I have successfully created and published a comprehensive "The Future of Healthcare" long-term outlook article to Ian Khan's website. Here are the key details: Article Overview: Title: The Future of Healthcare: A 20-50 Year Outlook Word Count: 2,051 words Published URL: https://www.iankhan.com/the-future-of-healthcare-a-20-50-year-outlook-15/ Status: Published successfully Content Structure: The article provides a detailed 20-50 year forecast for healthcare, organized into: Introduction - Setting the stage for healthcare's profound transformation Current State & Emerging Signals - Current trends and foundational technologies 2030s Forecast - AI-integrated healthcare ecosystem with predictive medicine 2040s Forecast - Re…  ( 6 min )

AI isn’t just coding anymore. This month alone, we’ve seen: 🧠 Meta’s new AI agent that learns without human demos 💻 Google’s “CodeMender” that patches vulnerabilities autonomously 🏢 Oracle’s AI agents automating enterprise workflows ⚡ OpenAI’s GPT-5 cutting political bias by 30% 🧬 AstraZeneca’s $555M AI partnership pushing medicine into the AI age AI agents aren’t waiting for prompts anymore — 🎥 Meet the Rise of the Creator Agent As a developer obsessed with creativity and automation, I asked myself: “If AI can debug code... why can’t it repurpose videos?” That’s how I built SocialSync AI 🧵 Twitter/X 💼 LinkedIn 📱 Instagram 🗒️ Blog captions or summaries You upload your video → SocialSync AI extracts insights, tone, and style → It’s like having your own AI-powered content manager — but faster and smarter. 🧑‍💻 For Developers Who Want to Build I built SocialSync AI using Node.js, Gemini API, and carefully designed LLM prompt engineering. Fetches your YouTube transcript Analyzes tone, structure, and content flow Generates platform-specific copy (with hashtags, hooks, and CTAs) Outputs clean text that’s instantly shareable And here’s the best part — 🎯 Grab the full source code here: https://aimindslab.gumroad.com/l/SocialSyncAI 💡 Why This Matters Just as AI agents are transforming enterprises, This is more than automation — it’s amplification. If you’re curious about how AI + creativity can merge into real-world products, 💬 Let’s Discuss Would you trust an AI to repurpose your content automatically? Drop your thoughts below 👇 And if you want to explore or build your own version — check out SocialSync AI and start experimenting today 🚀  ( 7 min )

🎯 El Desafío de la Generación de Respuestas Imagina que tienes un sistema RAG funcionando perfectamente: ✅ Embeddings generados con modelos optimizados ✅ Qdrant devuelve los 5 artículos más relevantes en <50ms ✅ Reranking mejora la precisión al 95%+ Ahora el momento crítico: ¿cómo convertir esos documentos en una respuesta coherente, precisa y en lenguaje natural? Necesitas un LLM (Large Language Model) que: 🎯 Comprenda el contexto legal de Paraguay 📝 Genere respuestas en español formal y profesional 🔍 Cite artículos específicos correctamente 🛡️ No invente información que no esté en el contexto (no hallucinations) ⚡ Responda en 1-3 segundos máximo 💰 Sea cost-effective a escala 🔄 Tenga fallback si un provider falla La Magnitud del Problema Requisitos del Sistema de LLM …  ( 16 min )

Welcome to Friday Links #30, your curated roundup of the week’s most notable happenings in the JavaScript world. From emerging frameworks and performance breakthroughs to creative experiments and open-source gems, this week’s collection is packed with fresh insights and practical discoveries for web developers. Open Social The future of large files in Git is Git Best Practices for Building Agentic AI Systems: What Actually Works in Production Howto Use JavaScript reduce() Like a Pro How I Built a Full-Stack React Framework 4x Faster Than Next.js With 4x More Throughput Here's How To Build Fullstack Agent Apps (Gemini, CopilotKit & LangGraph) Run Express.js on Cloudflare Workers Next.js App Router: Dynamic, Grouped, Parallel & Intercepted GitHub Copilot CLI: How to get started CSS :is() :wh…  ( 8 min )

Is Java a Good Choice for Competitive Programming? When I first dipped my toes into competitive programming, one question kept bugging me: "Should I stick with Java, or switch to something faster like C++ or Python?" If you’ve ever asked yourself the same thing, you’re not alone. Java often gets labeled as a “heavy” language — slower, more memory-hungry, and verbose. But for many of us, it was our first language, and switching isn’t a small decision. So after plenty of contests, late-night debugging sessions, and time spent writing (and rewriting) code in Java, here’s my take. One of Java’s biggest advantages is its robust standard library. With built-in data structures like HashMap, TreeSet, PriorityQueue, and powerful utility methods, Java helps you focus on solving the problem — not r…  ( 8 min )

Is Java a Good Choice for Competitive Programming? When I first dipped my toes into competitive programming, one question kept bugging me: "Should I stick with Java, or switch to something faster like C++ or Python?" If you’ve ever asked yourself the same thing, you’re not alone. Java often gets labeled as a “heavy” language — slower, more memory-hungry, and verbose. But for many of us, it was our first language, and switching isn’t a small decision. So after plenty of contests, late-night debugging sessions, and time spent writing (and rewriting) code in Java, here’s my take. One of Java’s biggest advantages is its robust standard library. With built-in data structures like HashMap, TreeSet, PriorityQueue, and powerful utility methods, Java helps you focus on solving the problem — not r…  ( 8 min )

«Це шанс повернутися додому живими» «Система лазертаг є доволі ефективною для навчання військових: вона показує, хто дотримується бойових порядків, хто працює правильно, а хто допускає критичні помилки. Після тренування ми можемо розібрати все покроково — хто вів вогонь, хто виконував завдання, а хто провалився. Це змінює культуру навчання», «Вона простіша у використанні, витриваліша, і найважливіше — дає можливість аналізувати кожен крок підрозділу. Я використовую її вже рік. Нарікань мінімум». Військовий лазертаг: від іграшки до інструмента виживання Анастасія Мельникова, CPO SKIFTECH, пояснює: «Найцінніше, що у нас є, — це життя наших людей. Ми можемо перемогти лише завдяки технологіям. Але щоб їх опанувати, потрібні постійні тренування. Лазертаг дозволяє робити це без ризику. Він да…  ( 9 min )

I want to talk a little bit about Docker Compose, networking, and services calling each other. This is a super regular scenario that ‘ve already talked/posted/written, but I keep these post mostly for myself? if that makes sense. So, from the beginning; A docker-compose file, there is service-a (the main service) and service-b. I need service-a to ping to service-b. service-a has an environment variable to define the URL for service-b. The happy case works right out of the box; service-a can reach http://service-b:1080 why? cause there is a default Docker network configuration (I pretend that this is already written in my compose file) networks: default: driver: bridge Which means: Each service you define in the compose joins the network tagged default (its named like {folder-n…  ( 7 min )

conform.nvim plugin - it helps me automatically format different file types. But I had two common cases where I wanted a bit more flexibility: Sometimes I need to use different formatters per project. Sometimes I want to pass extra arguments to a formatter, especially if the project doesn’t already include a formatter-specific config file. At first, I hardcoded all of this directly in my conform.lua setup. This is where .conform.json comes in. .conform.json file { "formatters_by_ft": { "python": ["isort", "yapf"], "json": ["prettier"], "yaml": ["prettier"] }, "args": { "yapf": ["--style", "{based_on_style: pep8, indent_width: 4}"], "isort": ["--profile", "open_stack", "--line-length", "79"] } } If the project contains .conform.json, conform.nvim will read i…  ( 7 min )

In the age of technology and connectivity, cloud computing apps have become an integral part of everyday life. They allow users to store data, share files, and access applications from anywhere in the world. Whether you are a student, business professional, or simply someone who loves technology, cloud apps make it easy to stay organized and connected. Even if you plan to sell phone or upgrade your device, cloud storage ensures your data is always safe and transferable. Cloud computing apps are programs that operate on remote servers rather than local hardware. Instead of installing heavy software on your computer, everything runs through the internet. This approach allows you to work more efficiently, as your data and tools are always available whenever you need them. You can log in to yo…  ( 7 min )

Introduction In the Node.js ecosystem, building GraphQL APIs typically requires writing a lot of boilerplate code manually: defining schemas, writing resolvers, handling type validation, database operations, and more. Today, I'd like to introduce you to a brand new solution — GQLoom — that allows you to build type-safe GraphQL APIs using your favorite TypeScript type libraries (like Valibot or Zod), significantly boosting development efficiency. GQLoom is a Code First GraphQL Schema framework that weaves runtime types from the TypeScript/JavaScript ecosystem into GraphQL schemas. Simply put, you can use types defined with Valibot or Zod to directly generate GraphQL APIs without duplicating schema definitions. To help you better understand the power of GQLoom, we'll build a complete catte…  ( 16 min )

Deploying an app to multiple regions sounds straightforward just route traffic, right? That’s what I thought… until I spent 2 whole days chasing a 404. Here’s what happened, and why choosing the right layer matters more than just picking a tool. I had 3 App Services deployed in: US UK India My goal was simple: users should hit the nearest backend. So naturally, I picked Azure Traffic Manager after all, it’s literally called “Traffic Manager.” Spoiler alert: it didn’t. When I opened the Traffic Manager URL: https://myapp.trafficmanager.net I got… 404. I checked everything: Endpoints were online ✅ Health probes passed ✅ DNS resolved correctly ✅ Still nothing. Hours went by, trying to fix custom domains, host headers, and SSL bindings. Here’s the key: Traffic Manager works at the DNS layer (…  ( 7 min )

Developer productivity isn’t about working longer hours or forcing yourself through endless sprints. In 2025, it’s about working smarter, using the right tools, and adopting workflows that align with how developers work. If you’re a developer or lead a dev team, this guide will show you practical, actionable strategies to boost productivity without the burnout, backed by trends, proven methods, and tools developers love. Tool Overload Is Real: Too many PM tools slow dev’s down. Context Switching Kills Focus: Jumping between Git, Slack, Jira, and email drains cognitive energy. Async Doesn’t Mean Disconnected: Teams need async-friendly workflows without losing alignment. Developers want to ship quality code, not get stuck in process chaos. That’s why optimizing your workflow and tools…  ( 7 min )

10 Best AI Interview Copilot Tools for 2026 🤖 Hadil Ben Abdallah for Final Round AI ・ Oct 17 #programming #ai #interview #career  ( 5 min )

Lukas Niessen is a seasoned software architect, startup founder, and technologist with over eight years of experience in software engineering, system design, and startup leadership. Known for his contributions to software architecture and open-source tools, he has made a significant impact through his creation of ArchUnitTS, a library for enforcing architecture rules in TypeScript and JavaScript projects. Additionally, his entrepreneurial journey with SocialHubs UG offers valuable lessons in resilience, product-market fit, and community-building. As of October 2024, Lukas serves as a Senior Frontend Developer & QA Lead at ista, continuing to influence the tech community through his work and writings on software architecture, AI, and system design. Lukas’s passion for code and design sparke…  ( 8 min )

What is Recursion? Any function which calls itself is called recursive. A recursive method solves a problem by calling a copy of itself to work on a smaller problem. This is called the recursion step.The recursion step can result in many more such recursive calls. It is useful in sort, search, and traversal problems that often have simple recursive solutions. Syntax  ( 5 min )

As a developer, you’ve spent years honing your skills, building apps, and solving complex problems. Yet, when it comes to salary negotiations, many tech professionals feel unprepared. The good news? AI and data-driven insights are changing the game, giving you the confidence and evidence to ask for what you truly deserve. In this post, we’ll explore how AI can help developers negotiate smarter, why it matters, and practical steps to get a higher salary. Tech roles are in high demand, but many developers still accept the first offer without negotiation. Here’s why it matters: Compensation varies widely: Even within the same city or company, salaries can differ by thousands of dollars. AI is shaping pay decisions: Companies use data-driven tools to benchmark salaries, making research your co…  ( 7 min )

Logs multiplexing is the way that docker sends logs from containers to whatever client might be requesting for those logs. Logs multiplexing is when the various data from the output streams of the process being run in the container is combined into one stream and passed to clients. Whenever programs are being executed, there are 2 available streams on which they can channel results / outputs to, we have the standard output (stdout) and the standard error (stderr); there is standard input (stdin) but that is mostly for receiving inputs into programs. Whenever you run the command like docker logs the problem was now how docker is going to ensure that those outputs from the different streams arrive in the exact order they were being produced inside the container and also making su…  ( 8 min )

🗄️DB Performance 101: A Practical Deep Dive into Backend Database Optimization⚡ Arijit Ghosh ・ Oct 16 #database #postgres #tutorial #sql  ( 5 min )

At Shree Garima Vidya Mandir (SGVM), we understand that school life becomes truly meaningful when students have good friends by their side. Friendship teaches empathy, teamwork, and emotional strength, qualities that shape a child’s character beyond textbooks. A good friend encourages, supports, and helps one grow both academically and personally. That’s why at SGVM, we nurture an environment where every student learns the value of trust, kindness, and true companionship—because good friends don’t just make school fun, they make life better.  ( 6 min )

Integrating payment processing into your Spring Boot application can seem daunting, but with Stripe's robust API and Spring Boot's flexibility, it’s a manageable task. In this guide, we'll walk through the process of integrating Stripe payments into a Spring Boot application, focusing on a booking system example. We'll cover setting up Stripe, initiating a payment session, handling webhooks, and confirming payments. A Stripe account with API keys (secret key and webhook secret). A Spring Boot project set up with dependencies like spring-boot-starter-web and stripe-java. Basic knowledge of Spring Boot, REST APIs, and Java. Add the Stripe Java library to your pom.xml: com.stripe stripe-java 25.6.0 </d…  ( 9 min )

File uploading is a key feature in many web applications, whether for user profile images, document uploads, or media files. Spring Boot simplifies this process with its robust support for handling multipart file uploads. In this blog, we'll explore how to implement file uploads in a Spring Boot application using multipart support, including a REST controller, service layer, and database integration. We'll also discuss different file upload approaches and why multipart is often the preferred method. There are several approaches to handle file uploads in Spring Boot, each suited for specific use cases: Multipart Form Data: Uses the MultipartFile interface to handle files sent via HTTP POST requests. Ideal for web forms where users upload files alongside other form data (e.g., name, descr…  ( 8 min )

Caching is a powerful technique to enhance the performance of your Spring Boot application by storing frequently accessed data in memory for rapid retrieval. Redis, a high-performance in-memory data store, is an excellent choice for caching due to its speed and scalability. In this blog, we’ll explore how to integrate Redis with Spring Boot to implement caching, covering setup, implementation, and key annotations with practical CRUD examples. Read complete blog here : https://www.codingshuttle.com/blogs/spring-boot-caching-with-redis-boost-performance-with-fast-operations-2025-1/  ( 6 min )

To achieve performance, reliability, and scalability, it is essential to deploy cloud-native applications efficiently in Kubernetes. As of 2024, about 96% of organizations are either using Kubernetes or evaluating its adoption. It is not just about containerizing the apps and throwing them in a cluster; the deployment strategies really matter. These ad hoc or poorly planned deployment approaches lead to slow rollouts, outages, cost overruns, and non-scalable infrastructures. This article explores key Kubernetes deployment strategies focusing on performance, resilience, and maintainability of cloud-native applications. These encompass resource management, rollout strategies, environment separation, GitOps, and auto-scaling. In Kubernetes, a deployment that is declarative assures that the ac…  ( 9 min )

The Lone Star State has quietly become one of the first in America to pass artificial intelligence governance legislation, but not in the way anyone expected. What began as an ambitious attempt to regulate how both private companies and government agencies use AI systems ended up as something far more modest—yet potentially more significant. The Texas Responsible AI Governance Act represents a fascinating case study in how sweeping technological legislation gets shaped by political reality, and what emerges when lawmakers try to balance innovation with protection in an arena where the rules are still being written. When the Texas Legislature first considered comprehensive artificial intelligence regulation, the initial proposal carried the weight of ambition. The original bill promised to …  ( 28 min )

🧭 My Path to Decentralization I guess I’m too old to work for someone else – so I’d rather build something of my own. It all started with Bitcoin. Not because of its price, but because of the technology behind it: decentralized networks, censorship resistance, cryptography. That’s what fascinated me. Over time, I began comparing the technology and network architecture of other coins and exchanges to Bitcoin’s. For me, Bitcoin was the benchmark. And what I discovered was sobering: most so-called “decentralized” projects and exchanges aren’t decentralized at all. They mainly exist to make their founders rich. So I thought: this can’t go on like that. At that time, I didn’t know Windsurf yet. I started everything directly with GPT, explaining what I wanted to build and letting it write the c…  ( 8 min )

Level Up Your Website: Diving into Immersive Experiences with WebXR Ever wished you could step inside a website? Imagine walking through a virtual art gallery, trying on clothes in a 3D fitting room, or exploring a far-off planet, all without leaving your browser. That's the power of WebXR, and it's closer than you think! Why Bother with Immersive Experiences? In a world saturated with content, standing out is crucial. WebXR allows you to create truly memorable and engaging experiences that capture attention and leave a lasting impression. Think about it: Enhanced Engagement: Static images and videos are passive. WebXR lets users actively interact with your content, boosting engagement and time spent on your website. Deeper Understanding: Complex concepts can be easier to grasp when …  ( 8 min )

When most developers think of C#, they picture enterprise desktop tools or internal corporate apps. But the landscape is changing fast. With ASP.NET Core and Blazor, Microsoft is quietly shifting C# into a first-class language for modern, scalable web development, and it’s not just theory. It’s happening in real production systems right now. *C# Steps Beyond Its Comfort Zone Building a C# web app meant being tied to Windows servers and bulky hosting. That is no longer true. .NET is cross-platform, runs seamlessly on Linux, and has been re-engineered for performance and flexibility. We remember our first test project in ASP.NET Core, deploying a small API on an Ubuntu VM instead of Windows. I half-expected it to choke. Instead, it ran flawlessly, and the memory footprint was far smaller…  ( 8 min )

Overview Generative AI is no longer a futuristic concept; it's a present-day reality transforming industries and job roles at an unprecedented pace. From automating routine tasks to augmenting human creativity, this technology is fundamentally altering how we approach work, productivity, and innovation. Understanding this shift is crucial for professionals and businesses aiming to stay competitive. Remember when the idea of an AI colleague seemed like science fiction? That fiction has rapidly become fact. Generative AI tools are now integrated into our daily workflows, acting as creative partners, analytical assistants, and efficiency boosters. This isn't about replacing humans, but rather augmenting our capabilities, allowing us to focus on strategic thinking and complex problem-solving…  ( 8 min )

How to Build a Content Marketing Strategy That Actually Works Set Clear Goals Understand Your Audience Do Keyword Research Choose the Right Content Types Create a Content Calendar Write Quality Content Promote Your Content Track and Improve Conclusion Building a content marketing strategy that actually works takes time, effort, and consistency. Start with clear goals, know your audience, use the right keywords, and focus on quality. The more value you give through your content, the more your audience will trust your brand.  ( 7 min )

Unlocking the Power of Interactive Data Visualization with Plotly Dipti ・ Oct 17 #webdev #programming #ai #javascript  ( 6 min )

The evolution of LLMs and the power of MCPs The evolution of Large Language Models (LLMs) can be thought of in three phases. In the first evolution, LLMs were limited to responding to prompts based on their internal training data. They could not access external tools, which meant they couldn't handle queries outside of what they had been trained on. The second evolution introduced the ability for LLMs to access external tools and context. While this was a step forward in helping them respond more accurately, the process was not always intuitive. The third evolution, which is where Multi-modal Communication Protocols (MCPs) come in, maintains the combination of LLMs and external tools but introduces a robust infrastructure for seamless access and maintenance. How MCPs work At its core, an …  ( 9 min )

Q1:- Add Binary /** * @param {string} a * @param {string} b * @return {string} */ var addBinary = function(a, b) { a = a.split('').reverse().join('') b = b.split('').reverse().join('') let len = Math.max(a.length , b.length) let ans = [] let rem = 0 for(let i = 0 ; i 1){ ans.push(sum % 2) rem = 1 }else{ ans.push(sum) rem = 0; } } if(rem > 0){ ans.push(rem) } return ans.reverse().join('') }; console.log(addBinary("11","1")) // 100 console.log(addBinary("1010","1011")) // 10101  ( 6 min )

People often think growth equals movement. How do you slow down without losing momentum?  ( 6 min )

AI that demos well isn’t the same as AI that works Most teams today are experimenting with AI. They’re building demos, testing copilots. But somewhere between the POC and the production version, things stall. The logic gets messy. Models behave differently on real data. Governance becomes a blocker. Integration gaps widen. You’re not alone. By the end of 2024, 42% of large enterprises had deployed some form of AI (with another 40% experimenting). Meanwhile, global forecasts indicate that the AI agent market will grow from approximately $5.4 billion in 2024 to over $47 billion by 2030. And 94% of companies now believe they’ll adopt agentic AI faster than GenAI itself. This is where things get real. The jump from model to mission-critical system demands more than algorithmic excellence. It d…  ( 10 min )

In a fashion world dominated by fast trends and mass production, the emergence of Corteiz represents a much-needed breath of fresh air. Built on authenticity, exclusivity, and a deep-rooted connection to street culture, Corteiz has become one of the most talked-about brands in modern streetwear. While many of its items have gained cult status, one piece, in particular, stands out for its popularity and cultural relevance: the Corteiz fleece.From the streets of London to wardrobes around the world, the Corteiz fleece isn’t just another seasonal staple — it’s a symbol of rebellion, identity, and the future of urban fashion. Oversized Fit: Inspired by 90s streetwear silhouettes, Corteiz fleeces often come in relaxed, oversized cuts. This not only enhances comfort but also aligns with the curr…  ( 8 min )

In this video, Andrew Huang gets an exclusive early look at GRM Tools Atelier, a fresh, modular music‐making environment packed with unique global features and a revolutionary modulation system. He walks you through the main audio generators and processors, sharing real-time feedback and showing how it all comes together in a creative workflow. Jump to 0:57 for a quick feature overview, 5:24 to nerd out on the groundbreaking modulation engine, and 10:34 for an in-depth demo of the sound-shaping modules. Stick around until 16:31 for Andrew’s final thoughts—you’re in for a hefty dose of inspiration. Watch on YouTube  ( 6 min )

Paris-based rapper Nono La Grinta brings fierce energy and razor-sharp delivery to his performance of LOVE YOU on A COLORS SHOW, teasing his upcoming debut project with uncompromising precision and grit. True to form, A COLORS SHOW strips back the noise to let fresh talent shine—offering a minimalist stage and crisp visuals that put artists like Nono La Grinta front and center. Watch on YouTube  ( 6 min )

Indys Blu, a New Orleans songstress, strips everything back on A COLORS SHOW with her single “Saddest Song,” pouring raw heartbreak and poetic vibes into an intimate, minimalist performance that hits you right in the feels. You can stream the video anywhere you get your music, follow her on TikTok and Instagram, or dive into COLORS’ curated playlists (FEEL, MOVE, All COLORS SHOWS) and 24/7 livestream. COLORSxSTUDIOS keeps spotlighting fresh, boundary-pushing artists with its signature stripped-down stage. Watch on YouTube  ( 6 min )

Jorja Smith – “With You” Live on KEXP On August 8, 2025, Jorja Smith stepped into the KEXP studio to deliver an intimate live rendition of her song “With You.” Backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr., the session was captured by a skilled audio team (Kevin Suggs on recording, Matt Ogaz mastering) and a four-camera crew led by Jim Beckmann. From the vibrant vocals to the crisp production, this performance showcases why Jorja remains one of the most compelling voices around. Catch the full video on KEXP’s site or Jorja’s official channels! Watch on YouTube  ( 6 min )

Jorja Smith brings her signature soul to KEXP’s live studio session, laying down a heartfelt take on “The Way I Love You” on August 8, 2025. Backed by guitarist Benjamin Totten, the performance was hosted by Larry Mizell Jr., engineered by Kevin Suggs, mastered by Matt Ogaz, and captured by a camera team led by Jim Beckmann (who also handled the edit), Carlos Cruz, Leah Franks and Luke Knecht. For more of Jorja’s music and behind-the-scenes moments, swing by her official site or KEXP.org—and don’t forget to join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith – Try Me (Live on KEXP) Jorja Smith delivers a stripped-back, soulful take on “Try Me” live from KEXP’s Seattle studio, recorded August 8, 2025. She’s joined by guitarist Benjamin Totten, with Larry Mizell Jr. hosting the session, Kevin Suggs on audio engineering and Matt Ogaz handling mastering. The visually immersive set was shot by Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht, then edited by Jim Beckmann. For more Jorja magic, hit up her official site or KEXP’s channel for perks and extras! Watch on YouTube  ( 6 min )

**Jorja Smith brings her silky vocals to the KEXP studio for a live rendition of “On My Mind,” recorded on August 8, 2025. Accompanied by guitarist Benjamin Totten and guided by host Larry Mizell Jr., the session was engineered by Kevin Suggs, mastered by Matt Ogaz, and captured on camera by Jim Beckmann, Carlos Cruz, Leah Franks, and Luke Knecht. Dive into the full performance on KEXP’s YouTube channel or catch more at jorjasmith.com and kexp.org.** Watch on YouTube  ( 6 min )

Decorators are flexible way to modify or extend behavior of functions or methods, without changing their actual code. A decorator is essentially a function that takes another function as an argument and returns a new function with enhanced functionality. Decorators are often used in scenarios such as logging, authentication and memorization, allowing us to add additional functionality to existing functions or methods in a clean, reusable way. Now you can easily add on extra functionality with a decorator @some_decorator def simple_func(): # Do Simple stuff return something We will go through the steps of manually building out a decorator ourselves, to show what @operator is doing behind the scenes def func(): return 1 print(func()) print(func) Output def hello(): ret…  ( 7 min )

What Is ADHD Coaching? ADHD coaching is a specialized form of life coaching designed to help individuals with Attention Deficit Hyperactivity Disorder (ADHD) manage the everyday challenges that come with the condition. While therapy often focuses on understanding past experiences and emotional healing, ADHD coaching is more about action, structure, and accountability. An ADHD coach works collaboratively with clients to develop practical systems for handling difficulties such as time management, organization, motivation, and self-regulation. The goal is to empower individuals to build awareness of how their minds work, recognize their strengths, and create strategies that make daily life more manageable and rewarding. ADHD coaching sessions are usually held weekly or biweekly and are pers…  ( 8 min )

Vue.js isn’t the flashy new kid anymore — it’s the reliable, elegant framework that quietly powers some of the best web apps around. It’s approachable without being simplistic, powerful without being bloated, and flexible enough to fit into almost any stack. And if you’re tired of React’s never-ending prop-drilling therapy sessions or Angular’s over-engineered ceremonies, Vue might just feel like a breath of fresh JavaScript. But here’s the thing: learning Vue well isn’t about memorizing syntax or copying someone else’s to-do app from GitHub. It’s about understanding the patterns, workflows, and ecosystem that make Vue special — and picking the right learning platform to guide you there. This guide is written for real developers — the ones who don’t care about buzzwords and just want to ge…  ( 9 min )

Navigating the Developer Journey: From Imposter to Professional The transition from newcomer to established professional in the software development field presents unique challenges. As someone who recently embarked on this journey just a month ago, I've found myself at the fascinating intersection of inexperience and aspiration. This position became particularly salient when I received a blunt comment on my recent post: "The term 'imposter syndrome' doesn't really apply if you are actually an imposter." While my initial reaction was to dismiss this as internet trolling, I couldn't help but recognize a kernel of truth in how I approached sharing my opinions. The internal conflict between wanting to project confidence and the fear of being exposed as inexperienced is something many newcom…  ( 8 min )

Your Terraform state file says you have a t2.micro EC2 instance. AWS console shows t2.4xlarge. Cost difference? About $270 monthly versus $1,100 monthly. Multiply that across 50 resources changed manually during last quarter's incident response... Yeah, drift does not announce itself politely. It just quietly drains budgets while creating security holes nobody notices until something breaks spectacularly. Configuration drift occurs when infrastructure in reality does not match what Terraform configuration files describe. Imagine building automated systems to manage servers, databases, networks through code. Someone logs into AWS console at 3 AM during an outage, makes an emergency fix by opening port 22 to 0.0.0.0/0. Incident resolves, everyone goes home, nobody updates the Terraform code.…  ( 11 min )

L'importance de la cybersécurité dans le monde connecté d'aujourd'hui Dans un monde de plus en plus connecté où les données sensibles circulent à travers les réseaux, la cybersécurité est devenue un enjeu majeur pour les entreprises et les particuliers. Les cyberattaques sont de plus en plus sophistiquées, et il est crucial de disposer des bons outils pour protéger nos systèmes et nos informations. Wireshark est un outil open source d'analyse de trafic réseau largement utilisé dans le domaine de la cybersécurité. Il permet aux professionnels de sécurité informatique de capturer et d'inspecter le trafic réseau en temps réel. Wireshark prend en charge de nombreux protocoles réseau différents, ce qui en fait un outil polyvalent pour analyser le comportement du réseau. Capture de données en …  ( 7 min )

As developers, we've all felt the pain of polyglot project management. You have a backend in Java managed by Maven, a data science script in Python managed by pip, and a frontend in JavaScript managed by npm. Your project then turns into a chaotic collection of different toolchains, build processes, and node_modules folders. Object Sense (OSE) proposes a radical solution to this chaos with its Micro Language Framework. It's all about creating a single, unified toolchain for building, managing, and deploying multi-language applications. Let's break down its two core components: a built-in transpilation engine and a unified dependency manager. Write Everything in One Place: The Transpilation Engine The first major feature, called "Secondary Injection," is essentially a powerful, build-time t…  ( 7 min )

Let’s be real—landing clients in your own city is challenging enough. So how do some freelancers and businesses suddenly start working with people in London, Dubai, Toronto, or Singapore… without ever leaving home? Simple: a well-crafted online portfolio. Not luck. Not magic. A portfolio that works like a 24/7 global salesperson. In this post, I’ll show you how portfolios break geographic limits, what clients look for internationally, and how I (and others) went from local projects to worldwide opportunities—without fancy marketing. When someone from your city hires you, they might know you through referrals, mutual connections, or reputation. But someone from another country? one thing to judge you by: your online presence. ✅ Strong portfolio = “This person is reliable.” Global work is no…  ( 8 min )

Today I would like to share my 12 productive tips for to improve productivity and become better at their work. The topics raised here are based on my personal experience and do not focused on any pattern. These are general advice on how to improve your personal skills and improve your productivity as a backend developer. Some of the things in this article are based on my personal experience, while others are from personal research. AUTOMATION Automate everything that you do repeatedly including command line (bash scripts), text manipulations and logs, refactoring, building, deploying, integrating, testing etc. Pixabay Automated processes need to work well because they are error prone. If a developer forgot about one step he might get stuck, this means loss of flow and will cost you mor…  ( 10 min )

In today's competitive software development landscape, protecting your original code has never been more critical. Whether you're an educator evaluating student assignments, a developer safeguarding intellectual property, or a business ensuring code authenticity, a reliable code plagiarism checker is essential. A code plagiarism checker is a specialized software tool designed to analyze source code and identify similarities with other codebases. Unlike standard text plagiarism detectors, these tools understand programming syntax, logical structures, and algorithmic patterns across multiple programming languages including Python, Java, C++, JavaScript, PHP, and more. Software development communities face increasing challenges with code plagiarism. Academic institutions report that up to 30…  ( 8 min )

If AI was once seen mostly as a tool for analytics and big data, today it assists with everyday tasks — from organizing your work schedule to learning new languages or prepping for job interviews. Mobile AI assistants have already become a part of people’s daily lives, helping them in work, learning, and personal development. Mobile AI assistants can help organize your workday and manage tasks efficiently. They can analyze your calendar, send reminders for deadlines, and highlight priority tasks. Popular tools in this space include Google Assistant, Microsoft Copilot, Notion AI, and Reclaim.ai. Automation of routine tasks is another key benefit: AI can summarize emails, generate brief reports, or perform basic data analysis. Integration with corporate tools and messaging platforms streamli…  ( 7 min )

Key Takeaways Being a SOC analyst is demanding, requiring a mix of technical skills, analytical thinking, and continuous learning to effectively tackle evolving cyber threats. SOC analysts face challenges like high alert volumes and burnout, but leveraging AI tools can help manage workloads and improve efficiency. Despite the stresses of the role, job satisfaction is high, with strong demand for SOC analysts driven by a critical talent shortage in the cybersecurity field. So, how hard is it to be a SOC analyst in cybersecurity? Being a SOC analyst in cybersecurity is definitely tough. It takes a mix of technical skills, sharp thinking, and the ability to handle stress. SOC analysts are the people who spot, investigate, and respond to security problems, making sure companies stay safe from …  ( 11 min )

Unlock the secrets behind a successful gaming resource website As developers, we often focus intensely on building products but sometimes overlook what happens after deployment—how real users interact with our creations and what makes a digital product truly successful in the wild. Today, we're doing a technical teardown of GameApps.cc, a gaming resource website that has carved out its space in the competitive mobile gaming niche. GameApps.cc is a comprehensive gaming resource platform that provides mobile gamers with news, reviews, guides, and download links for various games, particularly focusing on the mobile gaming market. While seemingly straightforward from a surface-level perspective, the site offers several valuable lessons for developers looking to build and maintain successful …  ( 9 min )

A few months ago I needed to clear every feature branch that were in my local repo. After delete manually more than 10 branches, it was so annoying that I didn't want to repeat it. So I thought, I've never build a full Rust app before but I'll use it to help me with git. So created gat.sh, a terminal tool that with one command, it executes whatever is needed so I don't need to do boring git operations and can focus on cool rebase interactive operations. I hope it can help you as much as it helps me.  ( 6 min )

Circles Around the Sun – “Hot Pursuit” Live on KEXP Circles Around the Sun hit the KEXP studio on August 21, 2025, serving up a fiery live take on “Hot Pursuit.” Dan Horne grooves on bass, Mark Levyz drives the beat on drums, Adam MacDougall weaves lush keyboard melodies, and John Lee Shannon shreds on guitar, all under the enthusiastic hosting of Troy Nelson. Behind the scenes, Kevin Suggs captured the audio while Dan Horne mixed and Matt Ogaz handled mastering. A crack team of camera operators—Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson, Luke Knecht—and editor Jim Beckmann bring the visuals to life. Dive deeper via their Bandcamp or catch more at kexp.org! Watch on YouTube  ( 6 min )

Circles Around the Sun and harpist/vocalist Mikaela Davis lit up the KEXP studio on August 21, 2025, blasting through “Hot Pursuit,” “After Sunrise,” and “Moonbow.” The tight crew included Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys), John Lee Shannon (guitar), and Davis holding it down on harp and vocals. The session was hosted by Troy Nelson, engineered by Kevin Suggs (mixed by Horne, mastered by Matt Ogaz), and captured on camera by Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson, and Luke Knecht, with final edits by Beckmann. Get more from them at circlesaroundthesun.bandcamp.com or kexp.org. Watch on YouTube  ( 6 min )

Jorja Smith drops a soulful, stripped-back live version of “On My Mind” straight from KEXP’s studio (recorded August 8, 2025), with Benjamin Totten on guitar. Hosted by Larry Mizell Jr., engineered by Kevin Suggs, mastered by Matt Ogaz, and captured/edit-polished by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht. Wanna catch more? Head over to https://www.jorjasmith.com or http://kexp.org, and if you’re feeling extra supportive, join their YouTube channel for perks! Watch on YouTube  ( 6 min )

Jorja Smith took over KEXP’s studio on August 8, 2025, delivering five intimate live tracks: “With You,” “The Way I Love You,” “Try Me,” “Be Honest,” and “On My Mind.” She’s backed by guitarist Benjamin Totten, with Larry Mizell, Jr. hosting and Kevin Suggs on audio engineering duties. Mastering was handled by Matt Ogaz, while Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht manned the cameras and editing. Dive deeper at https://www.jorjasmith.com or http://kexp.org—and consider joining the channel for exclusive perks! Watch on YouTube  ( 6 min )

Porter Consulting Tax Fraud: Uncovering a Decade of Deception Against the U.S. Government Marcus ・ Oct 17 #corporatefraud #investigation #porterconsulting #tylerdavis  ( 6 min )

Containers have transformed the way applications are developed and deployed. They provide isolation, portability, and scalability — making them the backbone of modern cloud and Kubernetes environments. Docker and nerdctl. Both let you run containers, pull images, and build applications, yet they differ deeply under the hood. This article breaks down what each tool is, how they’re connected, and why nerdctl is becoming increasingly important in the Kubernetes era. Before diving into tools, it helps to understand why containers exist in the first place. Traditional virtual machines (VMs) package everything — the OS, binaries, libraries, and application — into one heavy unit. Containers take a lighter approach. They share the host’s kernel but isolate processes and filesystems, allowing you t…  ( 9 min )

The Concepts That Actually Changed My Playing boils down to a livestream walkthrough of the exact ideas that take you from knowing music theory on paper to hearing and applying it in real time on your instrument. You’ll see how to internalize scales, intervals, and patterns so they become second nature during your playing. There’s also a limited-time offer: grab The Scale Matrix (all 25+ scales) at 50% off for the next two days at guitarscales.co. Don’t miss out! Watch on YouTube  ( 6 min )

I Fried ChatGPT With ONE Simple Question In this quickfire episode, the host pushes ChatGPT to its limits with a deceptively simple query, uncovering just how much “expertise” our favorite AI can actually muster. Expect funny fails, surprising insights, and a reality check on the gap between human intuition and algorithmic know-how. Along the way, you’ll get links to a Vsauce deep dive and a comprehensive 25+ Scale Matrix for guitarists, plus a massive shout-out to the Beato Club supporters who keep the channel rocking. Watch on YouTube  ( 6 min )

In statistics, there are two main schools of thought for making inferences from data. Frequentist and the Bayesian approaches aim to answer the same questions, such as estimating parameters, testing hypotheses or predicting future outcomes, but they differ in how they interpret probability and uncertainty. Flip a coin. Before you look at the result, pause and ask: What’s the probability the coin landed on heads? Frequentist statistical approach, there’s a single correct answer. If the coin is heads, the probability that the coin landed on heads is 100%. If it’s tails, the probability is 0%. Bayesian statistics, probabilities are interpreted subjectively. Using the coin toss as an example, a Bayesian would say that the probability of getting heads or tails reflects your personal belief. You might start by assuming there’s an equal 50% chance for each side, but your confidence in the coin’s fairness could shape that belief. After observing the outcome, you would then revise or update your belief in light of the new evidence. The main difference between the two methodologies is how they handle uncertainty. Frequentists rely on long-term frequencies and assume that probabilities are objective and fixed. Bayesians embrace subjectivity and the idea that probabilities change based on new information.  ( 6 min )

So I’ve got something pretty exciting to share with you all — I just created a massive image features dataset for the Amazon ML Challenge 2025! Processing 75,000 product images and extracting deep learning features was absolutely wild. I never thought I’d be building ML-ready datasets at this scale — but here we are! While reading through the Amazon ML Challenge problem statement about predicting product prices, I noticed something interesting. The challenge provides product images, but most participants would probably struggle with efficient image processing. That’s when it hit me — “Wait, I could create a ready-to-use feature dataset that makes everyone’s life easier!” Why make everyone extract image features from scratch when it can be done once and shared with the whole community?…  ( 8 min )

Docker on ARM Architectures: A Deep Dive Introduction: Docker, the ubiquitous containerization platform, has revolutionized software development and deployment. Its ability to package applications and their dependencies into lightweight, portable containers has drastically improved efficiency, consistency, and scalability. While initially popular on x86-based architectures, Docker's support for ARM architectures is rapidly gaining momentum. This article delves into the world of Docker on ARM, exploring its advantages, disadvantages, prerequisites, and key features, providing a comprehensive understanding of its capabilities and potential. What is ARM Architecture? ARM (Advanced RISC Machine) is a family of reduced instruction set computing (RISC) architectures for computer processors. Un…  ( 9 min )

Introduction Fortunately, with the rise of automated compliance solutions, businesses can now navigate the complex regulatory landscape more efficiently than ever before. From real-time audits to continuous monitoring, automation is reshaping the future of security compliance. What Is Automated Compliance? Key Benefits of Automation: Automating ISO Tasks Automation to the Rescue Scale Without Stress Achieve Continuous Compliance 🔗 botdef Blog on Security Automation – Read about the top security automation tools in 2025. Final Thoughts Technobot System will not only reduce costs but also gain a competitive edge through faster audits, higher trust, and reduced risk.  ( 7 min )

You drill the same Jiu Jitsu moves over and over. If this sounds familiar, you’re not alone. Thousands of martial artists struggle to remember Jiu Jitsu moves under pressure, even after hours of practice. But what if the real secret to better recall wasn’t more training… but how your brain processes information? Welcome to the world of Speed Reading Techniques -a mental discipline that goes far beyond books. When applied correctly, it can train your brain to absorb, organize, and recall movements faster, just like words on a page. In this post, you’ll discover how the reading speed secret can help you remember Jiu Jitsu moves, sharpen your mental reflexes, and even help you achieve that black belt edge. Most Jiu Jitsu practitioners think memory is purely physical -repetition, muscle memory…  ( 9 min )

Nowadays, interview copilot tools are no longer niche curiosities, they’re going mainstream for ambitious job candidates, especially software engineers. More and more folks are turning to AI to help them think on their feet during interviews, polish their answers, or recover from a blank moment. An interview copilot tool is an AI-powered assistant (software or plugin) that helps a candidate during or around interviews. Unlike standard interview prep apps (question banks, flashcards, mock interviews), copilots often operate in real-time or semi-real-time, listening to questions or your speech and giving discreet feedback, suggestions, or structure cues. Key functions include: Real-time prompt / suggestion (e.g. “You may want to address the tradeoff of X vs Y”) Answer structuring and polishi…  ( 14 min )

Introduction When I tried to retrieve and display data from Supabase, I forgot to include the [] dependency array in useEffect, Fixed it so that it only executes the first time. useEffect(() => { async function fetchSpots() { const { data } = await supabase.from("study_spots").select("*"); setSpots(data); } fetchSpots(); }, []); // I forgot this. useEffect requires that you specify "when to execute" as its second argument. Forgetting this will result in an infinite loop.  ( 6 min )

Navigating the Developer Journey: From Newbie to Confident Professional My entry into the professional development world happened just four weeks ago, placing me firmly at the starting line of what promises to be a challenging yet rewarding career. This fresh perspective was recently highlighted when I encountered a rather blunt comment on my last technical post: "The term 'imposter syndrome' doesn't really apply if you are actually an imposter." While my initial reaction was to dismiss this as the work of an internet troll attempting to undermine my self-worth, I couldn't help but acknowledge a small part of me that felt compelled to justify my opinions based on my limited experience in the field. This internal conflict revealed itself in two opposing desires: the urge to project confid…  ( 9 min )

很多人听说了Qlib这个量化工具后，想去尝试，但卡在了第一步，不知道怎么下载数据，今天主要讲讲如何下载数据。 # download 1d python scripts/get_data.py qlib_data --target_dir ~/.qlib/qlib_data/cn_data --region cn # download 1min python scripts/get_data.py qlib_data --target_dir ~/.qlib/qlib_data/qlib_cn_1min --region cn --interval 1min # 美股下载（源代码/Users/test1/Documents/code/my_develop/qlib/scripts/data_collector/yahoo/collector.py里找到的） python scripts/get_data.py qlib_data --target_dir --interval 1d # 美股更新 python scripts/data_collector/yahoo/collector.py update_data_to_bin --qlib_data_1d_dir --trading_date 2021-06-01 【最终还是需要以我实际运行的代码为准，我的qlib版本是0.9.7】 这个A股数据经我实操，发现只能到2020年的数据，应该是官方静态数据包，用来做实验的。 我这里下载到自定义的路径了： python scripts/get_data.py qlib_data --target_dir ../qlib_data/cn_data --region cn 如果你有多个不同来源的数…  ( 8 min )

We can not go a day without hearing about AI. It is in our home, our kitchen, and even our coffee maker.Every week a new company pops up with a promise to change the world with artificial intelligence. The honest answer is Not all of them. And that’s okay. Here is why: The Gold Rush Feeling This creates a lot of noise. You have startups doing truly amazing things, and others that are just putting an AI sticker on an old idea. It is hard to tell the difference sometimes. Three Big OBSTACLES for AI Startups The "So What?" Problem A lot of AI tools are cool, but are they useful? Building an app that can turn your photo into a medieval painting is fun for a few minutes. But does it solve a real, painful problem for people or businesses? The startups that last will be the ones that answer a cle…  ( 8 min )

Angular’s experimental Signal Forms just landed, and in this tutorial, we’ll migrate a real-world Reactive Form to this new model. Same user experience, cleaner, truly reactive code. Let’s check it out! Demo Preview: Signup Form Behavior First, let’s take a look at the app that we’ll be working on. It’s a very basic signup form: When we click into the name field and then blur it, we see an error message letting us know that this field is required: Then when we focus and blur the email field, same thing: Also, while this form is invalid, the submit button appears disabled: Once we add a valid name, the error message goes away. For the email, once we enter a value, the error message changes if we have a value that's not a valid email address: Once we have the correct emai…  ( 12 min )

Porter Consulting Tax Fraud: Uncovering a Decade of Deception Against the U.S. Government Marcus ・ Oct 17 #corporatefraud #investigation #porterconsulting #tylerdavis  ( 6 min )

The open-source data processing languages based on JVM mainly include Kotlin, Scala and SPL. This article will compare them in many aspects to find out the one with the highest development efficiency. The applicable scenarios of this article are limited to common data processing and business logic in practice, placing emphasis on the structured data, not focusing on big data and high performance, nor involving special scenarios such as message flow and scientific computing. Applicability Programming paradigm Operation mode External library IDE and debugging Learning difficulty Amount of code Data types Date/time data type: Kotlin lacks an easy-to-use date/time data type, and generally uses that of Java. Both Scala and SPL have professional and convenient date/time data type. Characteristic…  ( 25 min )

Mason Builders PPP Loan Fraud Scheme Exposed and Its Ripple Effect on COVID Relief Accountability Ciarra Guidicelli ・ Oct 16 #ppp #financialcrime #covidrelief #investigation  ( 6 min )

We've just rolled out a major feature upgrade for our Angular datepicker component, ngxsmk-datepicker, focusing heavily on delivering a cleaner user experience and powerful new extensibility points. If you're building a business application, booking system, or any tool that needs advanced date handling, this update is for you. ✨ Highlights of v1.3.6 Adaptive Display Modes (Popover & Inline) We've transformed how the calendar is displayed, making it flexible for any screen or layout: Popover Mode (New Default): The calendar appears as a discrete popover when the input field is clicked. This mode is excellent for forms and complex views where space is limited. It automatically includes a Clear button in both the input field and the popover footer. Inline Mode: For dashboards or permanent views, setting the [inline] input to true embeds the calendar directly into the page. 🚀 Silky Smooth Month Navigation 🎁 The Big Feature: Pluggable Holiday Provider We introduced the HolidayProvider interface, allowing you to inject your own logic for defining important dates. How it works: You create a simple class that implements the new interface, fetching or defining your custom rules (e.g., regional holidays, company shutdown days). TypeScript export interface HolidayProvider { isHoliday(date: Date): boolean; getHolidayLabel?(date: Date): string | null; } The datepicker uses your provider to automatically style (mark) these dates and display a tooltip with the holiday name. Use the new [disableHolidays] input to instantly enforce these rules by blocking selection on all provided dates. This simplifies validation logic significantly! Source Code Want to see the fluid transitions or test the holiday disabling toggle? Source Code: https://github.com/toozuuu/ngxsmk-datepicker NPM: https://www.npmjs.com/package/ngxsmk-datepicker Feel free to check out the repo, submit issues, or ask any questions about integrating the new features! We look forward to your feedback.  ( 7 min )

In today’s data-driven world, organizations are inundated with information — from customer transactions and social media activity to sensor readings and genetic sequences. To make sense of this data, clustering techniques are among the most powerful tools available. Clustering helps uncover hidden patterns by grouping similar data points and distinguishing them from dissimilar ones. One of the most intuitive and visually interpretable methods of clustering is Hierarchical Clustering, a foundational concept in data science, analytics, and machine learning. Unlike flat clustering techniques such as k-means, hierarchical clustering produces a tree-like structure of nested clusters, revealing how data points relate at multiple levels of similarity. R, being one of the most popular analytical p…  ( 13 min )

Python has become one of the most popular programming languages in the world, and for good reason. Its simplicity, readability, and versatility make it perfect for beginners, while its powerful features keep professional developers coming back. Whether you are interested in web development, data science, automation, or even game development, Python Tutorial has something for everyone. Why Python is for Everyone Python’s biggest strength lies in its ease of learning. Unlike many other programming languages that require complex syntax and steep learning curves, Python is clean and intuitive. Its syntax reads almost like English, making it approachable for people who are new to coding. But don’t let its simplicity fool you. Python is extremely powerful and capable of handling complex applic…  ( 8 min )

Developers constantly seek reliable and efficient tools to automate workflows. One such essential requirement across industries is converting documents into Portable Document Format (PDF). Whether for invoices, contracts, or reports, PDFs are a universal choice for secure and professional document exchange. However, building a full-fledged PDF conversion system from scratch is time-consuming and expensive. That’s where an affordable PDF conversion API comes in handy. When paired with a developer-friendly PDF API, it allows teams to automate document conversion with minimal coding effort, making the process efficient, scalable, and cost-effective. This article explores why developers should use a PDF API, what features to look for, and how to implement one effectively in your projects. PDF …  ( 9 min )

Nono La Grinta, a Paris-based rapper, delivers a razor-sharp, no-holds-barred performance of “LOVE YOU” on A COLORS SHOW, teasing his upcoming debut project with unapologetic grit and precision. His style—bold and uncompromising—slots perfectly into COLORS’s minimalist aesthetic, letting every word hit home without distraction. Want more? Catch the full video on YouTube, stream “LOVE YOU” everywhere, and follow Nono on TikTok and Instagram as he builds hype for what’s next. Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis on KEXP KEXP welcomed psychedelic jam outfit Circles Around the Sun alongside harpist-vocalist Mikaela Davis for a live-in-studio session recorded on August 21, 2025. The quintet—Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys), John Lee Shannon (guitar) and Mikaela Davis—delivered an electrifying sunrise set hosted by Troy Nelson. Behind the scenes, audio was engineered by Kevin Suggs, mixed by Dan Horne and mastered by Matt Ogaz, while Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht captured every angle on camera (edited by Jim Beckmann). Dive deeper at circlesaroundthesun.bandcamp.com or tune into kexp.org—and join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith – “With You” (Live on KEXP) On August 8, 2025, Jorja Smith hit the KEXP studio for a stripped-back live take of her track “With You,” trading vocals with Benjamin Totten’s guitar lines. Host Larry Mizell Jr. guided the session while Kevin Suggs handled the audio engineering and Matt Ogaz polished the final master. Behind the scenes, a quartet of camera wizards—Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht—captured every moment, then Jim Beckmann pieced it all together in the edit. For more Jorja goodness, check out her official site or KEXP’s page, and consider joining their YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Jorja Smith brings soulful vibes to KEXP’s studio in a live take on “The Way I Love You,” recorded August 8, 2025. She’s joined by guitarist Benjamin Totten, all under the watchful eye of host Larry Mizell Jr., while Kevin Suggs handles audio and Matt Ogaz nails the mastering. Cameras by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht capture every moment, and editor Jim Beckmann stitches it all together. Dive into the full performance on KEXP’s site or Jorja’s official page. Watch on YouTube  ( 6 min )

Jorja Smith brought her soulful sound to KEXP’s studios on August 8, 2025, delivering a captivating live performance of “Try Me” alongside guitarist Benjamin Totten. Hosted by Larry Mizell, Jr., the session showcases her rich vocals in a stripped-back, intimate setting. Behind the scenes, audio engineer Kevin Suggs and mastering guru Matt Ogaz ensured every note shines, while Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht captured the magic on camera (with Beckmann also handling the edits). Dive into the full session at kexp.org or jorjasmith.com—and consider joining the YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

On August 8, 2025, Jorja Smith rocked the KEXP studio with a tight five-song live set featuring “With You,” “The Way I Love You,” “Try Me,” “Be Honest” and “On My Mind.” Vocals were front and center, backed by guitarist Benjamin Totten and guided by host Larry Mizell, Jr. Behind the scenes, Kevin Suggs handled audio, Matt Ogaz mastered the tracks, and a four-camera team (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) captured every vibe—Jim also took on editing. Catch more on jorjasmith.com or kexp.org, and if you’re feeling extra, join the KEXP YouTube channel for perks! Watch on YouTube  ( 6 min )

TL;DR In this sit-down, guitarist Ron “Bumblefoot” Thal walks us through his prolific career, breaks down the nuts and bolts of his signature playing style, and teases the new projects he’s cooking up in the studio. He also gives a huge shout-out to his Beato Club supporters—Justin Scott, Terence Mark, Jason Murray, Lucienne Kilpatrick, Alexander Young and scores more—whose backing keeps his musical engine running. Watch on YouTube  ( 6 min )

In today’s livestream the host walks you through the game-changing concepts that took them from “knowing” music theory to actually hearing and applying it in real time. Bonus tip: there’s a 2-day flash sale on The Scale Matrix (all 25+ scales) for 50% off at guitarscales.co. Watch on YouTube  ( 6 min )

The WordPress (WP) REST API offers a conduit through which your website can seamlessly interact with other online services, enriching user experiences, improving efficiency, and extending your digital footprint. If you’re a developer or a WordPress enthusiast who’s harnessing the REST API to their advantage, you’ve likely encountered the challenge of retrieving all WordPress posts using the WordPress REST API. By default, the API only permits the retrieval of 10 posts per page, which can be restricting when you’re trying to access all posts on your site. This constraint can lead to inefficient data retrieval and slower response times, negatively impacting the overall performance of your website. In this comprehensive guide, we’ll uncover three effective methods to access all WordPress post…  ( 17 min )

As a Backend Engineer, I was always fascinated by Uber's magic 🎩 - how do they track millions of rides 🚗 in real-time with instant driver locations? I cracked the code, and this article reveals the core architecture behind it! ⚡ Let me break down Uber's real-time tracking system in a simple, visual way: 🔄 The Basic Workflow: User Ride Accepted->Driver Location Got From Frontend->Backend Processes it -> Location Tracked Frontend 📡 What's Actually Being Sent? let lastSentTime = 0; navigator.geolocation.watchPosition((position) => { const now = Date.now(); if (now - lastSentTime > 2000) { // Send every 2 seconds only socket.send(JSON.stringify({ type: 'location_update', latitude: position.coords.latitude, longitude: position.coords.longi…  ( 9 min )

Once upon a time, developers wrote code and designers crafted visuals. Two separate worlds, two distinct skill sets — until AI walked in and changed everything. Today, the boundaries between code and creativity are fading faster than ever. Designers tweak CSS, developers use Figma, and AI tools like Figma’s Dev Mode or Framer AI are bridging the gap like never before. AI isn’t just assisting us — it’s redefining what it means to be a developer or a designer. Here’s how: AI-Powered Design Tools: Platforms like Uizard and Figma AI can turn wireframes or even text prompts into fully functional prototypes. Code Generation Assistants: Developers now rely on tools like GitHub Copilot or Replit Ghostwriter to generate clean, responsive UI code. Design-to-Code Conversion: Apps like Locofy and Ani…  ( 8 min )

Before diving into machine learning models, dashboards, or real-time pipelines, every Data Engineer must first master how data is stored, moved, and protected. This foundation — databases, file systems, and distributed storage — forms the invisible infrastructure behind every analytics and AI system. In this post, we’ll explore how modern data systems organize, process, and secure information, starting with the heart of it all — Databases — and then moving into File Systems and Data Formats. A database is an organized collection of data that allows efficient storage, retrieval, and management of information. It’s the backbone of every data-driven system, from your favorite mobile app to massive enterprise data warehouses. At its core, a database enables both data organization and data prot…  ( 11 min )

🧭System Design Roadmap for Data Engineers Sajjad Rahman ・ Oct 17 #database #dataengineering #systemdesign #beginners  ( 5 min )

BrowserPod just dropped Wasm-powered full-stack environments straight into your browser — this is genuinely groundbreaking for IDEs and agents! If your monorepo's drowning in dependencies, John James has your back with a battle-tested guide to safely nuking 120 unused packages (Knip is your friend). Good news: Node.js has quietly been replacing your npm packages — Lizz Parody counts 15 recent features that might make your package.json a whole lot lighter. The React Foundation is officially happening under the Linux Foundation umbrella, shadcn dropped the "boring stuff we rebuild over and over" as actual components, and Simon Højberg perfectly captures The Programmer Identity Crisis we're all feeling right now. Stefano Marinelli wrote a vendor lock-in story so gripping it reads like a thril…  ( 7 min )

Upgrading Rails can feel like trying to solve a puzzle with half the pieces missing. You know the new version is better, faster, and safer—but what about all those gems in your app? Will they break? Will your tests pass? If this sounds familiar, you’re not alone. In this article, we’ll explore some modern tools that make upgrading Rails smoother in 2025 and that can save hours of headaches during the upgrade process. Rails is constantly evolving. Each new version brings better performance, security updates, and new features. But upgrading isn’t just about changing the Rails version. You also need to make sure your gems, dependencies, and codebase are compatible. Without proper checks, an upgrade can lead to broken features or even downtime. That’s where upgrade tools come in. They help yo…  ( 8 min )

🚀 Hey everyone! I just launched Secure Password Manager CLI on Gumroad and wanted to share it with you: 🔒 Military-grade encryption: AES-256-GCM with PBKDF2 key derivation 🎲 Super-strong passwords: customizable length & symbol options 📊 Real-time strength analysis: see your password’s strength right in the terminal 📋 One-click copy: send any password to your clipboard instantly 🔄 Import/Export CSV: back up or migrate your data with ease 💻 Cross-platform: works on Windows, macOS, and Linux 💸 No subscriptions: pay once and use forever 🛠️ What you’ll love Rock-solid AES-GCM security Colorful menus, boxes, and intuitive prompts Ready-to-use Windows .exe + Python script 📂 Download now (Windows .exe + Python script) https://simplifyworks.gumroad.com/l/gfrmt 🔔 Manage and grow your audience https://simplifyworks.gumroad.com/subscribe — Manage all your followers in one place and keep track of their feedback! 💬 Questions or suggestions? Drop a comment—I’d love to hear your thoughts. 😊 — Posted in #python #cli #security #devtools #opensource  ( 6 min )

Timothy had been creating book records for weeks—each one a dictionary with title, author, year, and page count. The pattern was repetitive: book1 = {"title": "Dune", "author": "Herbert", "year": 1965, "pages": 412} book2 = {"title": "1984", "author": "Orwell", "year": 1949, "pages": 328} book3 = {"title": "Foundation", "author": "Asimov", "year": 1951, "pages": 255} He'd forgotten the "year" field on one book, misspelled "author" as "auther" on another, and had no way to add behavior—like calculating reading time or checking if a book was recent. Margaret found him creating yet another dictionary. "You're hand-crafting each record," she observed. "Come with me to the Object-Oriented Manor—specifically, the Blueprint Room." Timothy's manual approach had issues: # Creating books manually -…  ( 11 min )

The Surveillance Device in Your Pocket Your smartphone isn’t just a tool, it’s surveillance infrastructure. Built on closed hardware and proprietary firmware, it constantly phones home to ad networks, cloud services, and soon, digital ID systems. The “privacy-for-convenience” tradeoff has become something far more dangerous: the foundation for real-time tracking and control. Many believe Android is open source. In truth, only the base (AOSP) is. The components that make your phone actually work: modem firmware, camera drivers, GPU blobs, are all proprietary. Even custom ROMs like LineageOS rely on these closed “binary blobs,” extracted from official firmware just to boot. The open-source dream ends where the hardware begins. On October 15, 2025, the Free Software Foundation (FSF) announced the Librephone Project: a bold attempt to build a smartphone stack with zero proprietary code. Led by veteran hacker Rob Savoye, the team aims to reverse-engineer closed firmware, one blob at a time, to free the mobile ecosystem from corporate gatekeepers. This isn’t just another Android fork, rater it’s a moral mission to restore user autonomy on the most personal computer we own. The goal isn’t to dethrone Apple or Google. It is to give developers and users a way out. A single fully free phone would prove that freedom and usability can coexist. Each liberated driver or firmware module becomes a shared victory for projects like postmarketOS, LineageOS, and the broader FOSS movement. The fight for a free phone isn’t niche. It’s the defining digital rights battle of our time. It’s time to pick a side. Follow the Librephone Project. Contribute if you can. Because once our phones become mandatory digital IDs, freedom becomes optional.  ( 7 min )

The first time I tried building with Node.js, things got messy fast. Routing requests, wiring middleware, connecting databases — it felt like duct-taping scripts together. Then I discovered Express.js, and everything clicked. Suddenly, I had structure, speed, and the ability to focus on building features instead of reinventing the backend wheel. Today, Express.js powers thousands of APIs and apps — from startup prototypes to large-scale enterprise systems. If you’re aiming for backend or full-stack development in 2026, learning Express is non-negotiable. But there’s a challenge: Express is unopinionated. That freedom can leave beginners wondering — “Where should middleware go?” “How do I handle errors?” “What’s the right route structure?” That’s why a good course makes all the differe…  ( 9 min )

I once reviewed a pull request that made me question everything I thought I knew about good code. The function was beautiful. Elegant recursion, clever bit manipulation, optimal time complexity. It solved the problem in 12 lines where most developers would need 40. The author was clearly brilliant—the kind of developer who sees patterns others miss, who optimizes instinctively, who writes code that feels almost mathematical in its precision. I requested changes. Not because the code was wrong—it worked perfectly. Not because it was slow—it was faster than anything I could write. I requested changes because six months from now, when this developer had moved to another team and someone needed to debug a production issue at 2 AM, they would spend three hours understanding those 12 lines inste…  ( 13 min )

Prompt Engineering vs Coding: Which One Wins in 2030? Jaideep Parashar ・ Oct 17 #programming #webdev #ai #beginners  ( 6 min )

Developers keep asking: “Will coding still matter when AI can generate code instantly?” Let’s address this honestly — not from hype, but from real-world builder experience. I’ve shipped 42 AI books, product prototypes, dev workflows, and automation systems. Coding builds. Prompting directs. The future belongs to developers who can do both — but in the right ratio. Coding: The Skill of Expression Coding is precision. It lets developers control logic down to the smallest detail. Time spent on syntax, not strategy Repeating patterns developers have written 10 times before Debugging for hours for a missing semicolon Coding is essential, but it doesn't scale with thinking speed. Prompt Engineering: The Skill of Direction Prompt engineering is applied thinking. “Generate a base version. I’ll ref…  ( 9 min )

Andrew Huang gets hands-on with GRM Atelier, a brand-new modular music-making environment packed with global sound-shaping features, a revolutionary modulation system, and versatile audio generators and processors. He walks through chapters from intro to final verdict, sharing insightful feedback from his early-access experience. Beyond the demo, the description is a treasure trove of subscribe links, socials, gear recommendations, and affiliate deals—from his book and online course to Patreon perks and a sweet Distrokid discount—making it simple to dive deeper into his world or upgrade your own studio setup. Watch on YouTube  ( 6 min )

Nono La Grinta, the gritty Paris-based rapper, delivers an uncompromising performance of “LOVE YOU” on COLORS, dropping every line with precision and raw energy. The track, lifted from his forthcoming debut project, proves he’s one to watch. True to form, COLORS provides a stark, minimalist stage that lets artists shine without distraction—perfect for showcasing Nono’s fierce flow. Catch the full show on YouTube and stream “LOVE YOU” now. Watch on YouTube  ( 6 min )

Indys Blu, a New Orleans songstress, pours her heart into “Saddest Song” on A COLORS SHOW, blending raw emotion with poetic flair against a sleek, distraction-free backdrop. You can stream the performance and catch her vibes on TikTok and Instagram, then keep the feels rolling with COLORS’ curated playlists and 24/7 livestream. COLORSxSTUDIOS thrives on showcasing fresh, standout talent by stripping away the noise—think minimal stage, maximum spotlight. Dive into their socials, merch and newsletter for your next obsession with boundary-pushing artists. #colors #indysblu Watch on YouTube  ( 6 min )

Circles Around the Sun teamed up with harpist-vocalist Mikaela Davis for a laid-back live session at KEXP’s studios on August 21, 2025. They breezed through three originals—Hot Pursuit, After Sunrise and Moonbow—backed by Dan Horne’s bass, Mark Levyz on drums, Adam MacDougall’s keyboards and John Lee Shannon’s guitar. Host Troy Nelson kept the good vibes rolling while Kevin Suggs, Dan Horne and Matt Ogaz handled the audio magic, captured on camera by Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht. If you’re craving more, head to the band’s Bandcamp or KEXP.org for full downloads and behind-the-scenes goodies. Want even more perks? Hit “Join” on their YouTube channel and unlock exclusive treats! Watch on YouTube  ( 6 min )

Jorja Smith delivers an intimate, stripped-back performance of “With You” live at KEXP on August 8, 2025, laying her smooth vocals over Benjamin Totten’s guitar and guided by host Larry Mizell Jr. Behind the scenes, Kevin Suggs manned the audio board, Matt Ogaz handled mastering, and a four-camera crew led by Jim Beckmann captured every angle. Check out more on Jorja’s site or KEXP’s page—and join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith dropped by KEXP’s studio on August 8, 2025, to lay down a raw, live version of “Try Me,” with Benjamin Totten adding tasteful guitar flourishes. Larry Mizell Jr. kept the vibe flowing as Kevin Suggs ran the board and Matt Ogaz handled the final mastering touch. A dream team of camera operators—Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht—made sure every moment was captured, and Beckmann pulled double duty as editor. For more live sessions and perks, head over to jorjasmith.com, kexp.org or join the KEXP YouTube channel. Watch on YouTube  ( 6 min )

For years, my financial life was sinking in a sea of spreadsheets. I had one for my monthly budget, another for tracking investments, and a third for my savings goals. It was a system that, in theory, should have given me control. In reality, it was a source of constant, nagging stress. Every weekend was the same tedious ritual: hours hunched over my laptop, manually entering transactions, wrestling with formulas, and trying to connect the dots. I was drowning in data but starved for clarity. Missing even a single transaction could throw my entire month off course. The more complex my digital ledger became, the more I dreaded opening it. I tried countless budgeting apps, but they all fell short. They were either too simplistic to capture the full picture or bloated with features I didn't n…  ( 9 min )

Jorja Smith – “Be Honest” (Live on KEXP) Jorja Smith dropped by the KEXP studio on August 8, 2025, to deliver a raw, live take of her single “Be Honest.” She’s joined by Benjamin Totten on guitar, with Larry Mizell, Jr. on hosting duties and Kevin Suggs (audio engineer) and Matt Ogaz (mastering) keeping the sound crisp. Behind the scenes, cameras run by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht (edited by Jim Beckmann) captured every moment. For more, hit up jorjasmith.com or kexp.org—and don’t forget to join the KEXP YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith – On My Mind (Live on KEXP) Jorja Smith stopped by KEXP on August 8, 2025 to deliver a soul-stirring live rendition of “On My Mind,” backed by guitarist Benjamin Totten. Behind the scenes, host Larry Mizell Jr., audio engineer Kevin Suggs, mastering pro Matt Ogaz, and a crack team of camera operators (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) made it all happen. Dive into more performances at jorjasmith.com, swing by kexp.org, or join their YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

📁 File Management System (FMS) – Quick Tech Note 🧠 A File Management System is a part of the Operating System that helps you create, store, organize, and access files on your computer. It acts as a bridge between users and storage devices, making data handling simple and efficient. 🔹 Functions: Create & delete files Organize files in folders/directories Control access & permissions Retrieve and back up data 💾 Examples: NTFS (Windows), ext4 (Linux), APFS (macOS) ✨ In short: The File Management System keeps your data safe, organized, and easily accessible!  ( 6 min )

Working with 10 parallel LLM coding sessions exposes problems that don't appear at smaller scale. Managing multiple conversations, maintaining context across sessions, and ensuring quality all require different approaches than single-session work. This series documents those problems and the solutions that emerged. The tools shown use Claude Code and Emacs, but the patterns apply broadly to any LLM workflow. The problems: Managing Multiple Conversations - 10 terminal windows, no visibility into which sessions need attention Lost Context - No audit trail of past sessions or decisions made Quality & Regressions - LLMs fix one thing, break another Language-Specific Edit Challenges - Parenthesis balance issues in Lisp Project Exploration Speed - 10+ minutes to load a 20-file project Context Sw…  ( 11 min )

Over the past year, I've been building a comprehensive home automation system using AppDaemon, a Python framework for Home Assistant automation. What started as simple light controls has evolved into a sophisticated ecosystem of 30+ interconnected applications managing everything from CPAP machines to interactive language learning games for my child. Home Assistant's built-in automations are great for simple rules, but when you need complex logic, state management, or want to reuse code across multiple automations, AppDaemon shines. It provides: Full Python programming capabilities Object-oriented design with inheritance Async/await support for concurrent operations Direct access to Home Assistant's state and service APIs Easy testing with pytest At the core of my system is a BaseApp class…  ( 8 min )

In daily development, Word document processing is a high-frequency requirement: extracting key clauses from contracts, parsing data from business reports, retrieving fixed fields from template documents, etc. This article will show you how to implement Word content extraction using Free Spire.Doc for .NET - no Office installation required, zero cost, covering everything from basic full-document extraction to advanced paragraph + format reading. It's a free Word processing library designed specifically for .NET developers, with core values including: ✅ No dependencies: No need to install Microsoft Office; ✅ Multi-format support: Compatible with legacy .doc (97-2003) and modern .docx (2007+) files, covering over 90% of daily scenarios; ✅ Lightweight and efficient: Small size, fast loading s…  ( 7 min )

For manufacturers, inventory management isn’t just a back-office task – it’s the backbone of smooth operations. But managing stock, materials, and parts effectively is no small feat. With unpredictable demand, shifting supply chain dynamics, and limited visibility into stock levels, inventory problems can sneak up quickly and disrupt production. This blog will walk you through the biggest inventory management challenges faced in manufacturing, and more importantly, give you practical, easy-to-apply solutions to overcome them. Whether you're looking to reduce costs, speed up your processes, or simply gain better control over your stock, we’ve got you covered with tips that can make a real difference. Breaking Down Specific Inventory Management Challenges Inventory management is critical t…  ( 13 min )

You read that right. I spun up a Linux terminal, wrote a simple Express-like server in Node.js, and tested it with curl—all without leaving a single browser tab. I didn't SSH into a remote machine. I didn't install a local Docker container. The entire Linux environment, from the kernel to the Node.js runtime, was executing directly on my machine's CPU, completely sandboxed by my browser. Here’s exactly how I went from zero to a live server in about 60 seconds. Step 1: Launch the Environment Step 2: Create the Server File // The SANDBOX_UUID is automatically available in your server's environment. /tmp/${process.env.SANDBOX_UUID}/app.sock; // Clean up old socket file if it exists const server = http.createServer((req, res) => { // Listen on the specific socket path, not a port. Server running on unix:${socketPath}); Step 3: Run and Test It `node /workspace/app.js & curl --unix-socket /tmp/$SANDBOX_UUID/app.sock http://localhost/ ` The output appeared instantly: Hello from my browser! 🚀 It just worked. A live Node.js server, running in a full Linux userspace, inside my Chrome tab. So... How Does This Work? Think of it like a lightweight virtual machine that lives entirely within your browser tab. Stacknow uses WASM to run a complete, sandboxed Linux environment directly on your computer's CPU. Because it’s all happening inside the browser's security sandbox, the environment is totally isolated from your local computer. It can't access your files or your network. When you close the tab, the entire machine vanishes without a trace. Want to try it yourself? Head over to the Stacknow Console, pick a template, and experience it firsthand. https://console.stacknow.io  ( 7 min )

What if your coding sessions looked like a Star Wars opening crawl? Prompts scrolling through time, color-coded by quality, with dramatic bubbles floating across a timeline like ships in hyperspace? Prompt Tracker transforms your Claude conversation history into an entertaining, interactive visualization—part productivity tool, part time-traveling dashboard, part cinematic experience. Watch your prompting habits unfold like an epic saga, rate your greatest hits, and learn from your mistakes—all while having way more fun than you should with a JSON log file. It's both informative (analytics on your AI usage), productive (build a library of your best prompts), and genuinely entertaining (watching your 3am debugging sessions visualized as a chaotic cluster of red bubbles is oddly satisfying).…  ( 12 min )

What is Event Bubbling? Click Me! .addEventListener(, , {capture : boolean}); element: The element to which an event listener is attached. eventName: It can be 'click','key up','key down' etc. events. callbackFunction: This function fires after the event happened. {capture: boolean}: It tells whether the event will be in the capture phase or in the bubbling phase (optional) Welcome To Kithi's DEV Community GrandParent Parent Child <…  ( 8 min )

The recent collaboration between DoorDash and Waymo to launch an autonomous delivery service in Phoenix marks a significant milestone in the evolution of logistics and transportation technology. This partnership not only showcases the capabilities of self-driving vehicles but also highlights how machine learning and AI can revolutionize the last-mile delivery sector. For developers and tech enthusiasts, understanding the technical nuances of this service can provide valuable insights into building scalable, autonomous solutions. This post will delve into the architecture, implementation strategies, and best practices that developers can adopt when exploring similar AI-driven applications. At the core of DoorDash and Waymo's autonomous delivery service lies a robust AI and machine learning …  ( 9 min )

Nono La Grinta, a Paris-based rapper, brings razor-sharp delivery and raw energy to his COLORS Show performance of “LOVE YOU,” teasing cuts from his upcoming debut project. The stripped-back setting lets every syllable hit hard, showcasing his uncompromising style. COLORS continues its mission of spotlighting standout new artists with its signature minimalist stage, 24/7 livestream and curated playlists. Dive into Nono’s world on TikTok and Instagram (@nonolagriint) or hit your favorite streaming service to catch the full vibe. Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis Live at KEXP (Aug 21, 2025) Circles Around the Sun teamed up with harpist/vocalist Mikaela Davis for a breezy live session in the KEXP studio, tearing through three instrumental grooves—“Hot Pursuit,” “After Sunrise” and “Moonbow”—while host Troy Nelson kept the energy high. Backing them up were Dan Horne on bass (and audio mixing), Mark Levyz on drums, Adam MacDougall on keys, John Lee Shannon on guitar, plus engineers Kevin Suggs (audio) and Matt Ogaz (mastering). Cameras rolled courtesy of Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht, with Jim also handling editing. Check out more on their Bandcamp or at KEXP.org. Watch on YouTube  ( 6 min )

Jorja Smith takes over the KEXP studio for a soulful, stripped-down rendition of “The Way I Love You,” laying down lush vocals and raw emotion in a live session recorded on August 8, 2025. Backed by guitarist Benjamin Totten and guided by host Larry Mizell Jr., this performance brings an intimate energy that feels both fresh and timeless. Behind the scenes, audio engineer Kevin Suggs and mastering wiz Matt Ogaz nail the sound, while a crack camera crew led by Jim Beckmann captures every note. Catch the full session on KEXP’s channel or head to jorjasmith.com for more. Watch on YouTube  ( 6 min )

Justin Hawkins opens up about everything from the early days of The Darkness to his current YouTube grind. He’s unafraid to talk sh*t, share wild stories and reflect on what it takes to pivot from stadium stages to online fame. He also gives props to his Beato Club backers—dozens of supporters who make his ride possible. If you’re into candid rock tales or guitar geekery, this is one interview you don’t want to miss. Watch on YouTube  ( 6 min )

TLDR - I destoryed an already dysfunctional keyboard in search of answers. Found an affordable, budget-friendly creative solution! So, I got this Asus Rog Flow Z13 about a year ago from Ebay. It was super affordable. I was super excited to have a fancy device to draw on that had the power of a PC. I went one step further and bought an Asus Pen. (Yeah, the Asus pen is actually pretty great for drawing in my opinion btw, and it also works on the Microsoft Surface...) This is all fine and dandy, but then Microsoft surfaces started appearing all around me. All with fully funcitoning keyboards. There I sat, in the dark, bending the keyboard connection in just the right way so that it would work enough for the mouse and keyboard signals to register. The backlight wasn't working, so I struggled …  ( 9 min )

Creating a Text Extension for TCJSGame: Tctxt - Complete Documentation & Tutorial If you're using TCJSGame for your JavaScript game projects, you might have noticed that handling text can be a bit limited. That's why I created Tctxt - a powerful text extension that makes working with text in TCJSGame as easy as working with sprites! Tctxt is a custom class that extends TCJSGame's Component class, providing enhanced text rendering capabilities with features like background padding, text alignment, stroke effects, and more. Simply add this to your HTML file after including TCJSGame: Or download the file and include it locally. new Tctxt(size, font, color, x, y, align, stroke, baseline, background, paddingX, paddingY) Pa…  ( 8 min )

Hey everyone! As someone who loves diving into music creation, I'm always looking for ways to make the process smoother and more efficient. The technical aspects can sometimes interrupt the creative flow, and finding the right tools can make a significant difference. I wanted to share a few resources that have become part of my routine, hoping they might offer some useful insights for your own projects. One of the initial steps in many of my music projects involves establishing the tempo. Whether I'm trying to match an existing track or set a rhythm for a new idea, getting the BPM right early on is crucial. I've found that using a BPM Tapper helps significantly with this. Understanding the harmonic framework of a piece is fundamental for composing and improvising. While ear training is inv…  ( 7 min )

🎯 Key Takeaways (TL;DR) Breakthrough Achievement: A model with only 0.9B parameters ranks #1 globally on the OmniBenchDoc V1.5 leaderboard (composite score: 90.67) Comprehensive Superiority: Outperforms large multimodal models like GPT-4o, Gemini 2.5 Pro, and Qwen2.5-VL-72B Multilingual Support: Supports 109 languages, covering Chinese, English, Japanese, Arabic, Russian, and other major languages Practical Value: Accurately recognizes complex document layouts, tables, formulas, handwritten notes, and can even extract QR codes and stamps separately Lightweight & Efficient: 14.2% faster inference than MinerU2.5, 253.01% faster than dots.ocr, deployable as browser plugins What is PaddleOCR-VL? Core Technical Architecture Performance: Why Does It Surpass Large Models? Real-World Use Case…  ( 12 min )

AWS Lambda is a serverless technology that lets you deploy your application without having to deploy servers. You essentially deploy tour code, configure basic settings like memory, ephemeral storage and IAM role and that's it, you are good to go. Code signing is a security process that applies a digital signature to software code or executables to prove the authenticity and integrity of your code. So, what does it mean? You have deployed your code but how do you know the deployed code has not been tampered with? That's the problem Code Signing solves. Authenticity: the code is deployed by a trusted source like yourself or your company. Integrity: the code has not been modified since it was signed. Non-repudiation: the signer like you cannot later deny having signed it. AWS Signer is a ful…  ( 8 min )

A post by Jeenifer Beezer  ( 6 min )

Fractal is a Matrix chat client, like Element, Cinny, and FluffyChat. There are many good things with chatting in Matrix: It's secure because of E2EE. You can also use any clients you want, provided that the one you choose implemented the security features of the Matrix protocol correctly. You can even self-host it, meaning you control your data. You can't go wrong with any of them on the above. It depends on your needs and your preference. If you want calling, Element and FluffyChat (experimental feature) are there for you. I like Fractal and Cinny UIs. And both of them are easy on RAM, especially Cinny. But I go with Fractal because its cross signing process is seamless. I use Element X on mobile, so I can't verify Cinny without the recovery key. Otherwise, I would go with Cinny. There's one major issue with Fractal, though. I can't change its tiny font size. Sadly, its devs mistakenly understand that texts in chat messages should be treated the same with texts in the OS/DE user interface with all the visual aids in place. To tell you the truth, I already have 1.5x scaling on my setup. I can't go further than this with a FHD screen. Enable the "Large Text" mode would also break many apps' UI at 1.5x scaling. You can go with 1.25x scaling with the Large Text mode, of which will end up with the same font size as 1.5x scaling. So, I absolutely need a bigger text to keep my eyes healthy 👀 Without further ado, here is how: Assuming you install it from Flathub which is the official channel to get the app. First, create a directory: mkdir -p ~/.var/app/org.gnome.Fractal/config/gtk-4.0 Then, use nano or any text editor to create a config file (CSS) there: nano ~/.var/app/org.gnome.Fractal/config/gtk-4.0/gtk.css Paste this content: * { font-size: 16pt; } Change your preferred font-size as needed. This method should work with any GTK4 apps. Thanks for reading 🙏 Cover Photo by Parker Coffman on Unsplash  ( 7 min )

AI Applications & Integration Recent developments highlight artificial intelligence's expanding role across critical sectors and personal computing. Google DeepMind is advancing AI solutions for clean energy fusion, demonstrating its potential for tackling global challenges. Simultaneously, Microsoft continues to integrate its AI capabilities, actively testing Copilot features within Windows 11 to enhance user interaction and productivity directly on PCs. These initiatives underscore the accelerating trend of AI moving from specialized research to widespread practical application. The growth of foundational AI models, particularly large language models like ChatGPT, presents both widespread adoption and emergent policy discussions. While OpenAI's ChatGPT maintains broad popularity, only a small fraction of users are converting to paid subscriptions, indicating challenges in monetization despite extensive use. Concurrently, public figures like Mark Cuban are raising concerns about the potential for OpenAI's content moderation policies to backfire on the company regarding controversial or sensitive content. These dynamics emphasize the ongoing balancing act between accessibility, profitability, and ethical governance in the AI ecosystem.  ( 6 min )

I rewrote a big slice of OrKa’s documentation after some painfully honest feedback. The summary of that feedback was clear: parts of the docs sounded like marketing, not engineering. They were more about what OrKa could be than how to actually build with it. So I did what engineers do. I deleted more words than I added, I replaced adjectives with examples, and I wrote a single source of truth for the YAML surface that OrKa exposes. This article walks through what changed, why it changed, and how to use the new reference to assemble real cognitive flows. No hype. A few jokes. Lots of YAML. If you just want the index, it is here: AGENT_NODE_TOOL_INDEX.md https://github.com/marcosomma/orka-reasoning/blob/master/docs/AGENT_NODE_TOOL_INDEX.md Spoiler: the goal is not to impress you. It is to …  ( 8 min )

Introduction When you build an API, users send data to your backend — things like email addresses, usernames, and passwords. But what happens if that data is invalid or missing? That’s where validation comes in. Validation means checking that the incoming data is correct before using it. In this guide, you’ll learn how to use express-validator in a TypeScript + Express project to validate and sanitize user input. We’ll go step by step, so even if you’re new to TypeScript or Express, you’ll be able to follow along easily. express-validator is a middleware that makes input validation simple and readable. Instead of manually checking if req.body.email looks like an email or if the password is long enough, you just describe the rules, and express-validator does the checking for you. For exam…  ( 9 min )

🎥 Watch the full PyCon AU 2025 talk here When you work with human-entered data (registrations, surveys, customer forms, you name it!) you soon discover that people are very creative typists. Names, schools, companies, and addresses come in with abbreviations, nicknames, missing words, and typos galore. That mess makes it hard to answer even simple questions like: “Do these two records refer to the same person?” or “How many participants came from this organisation?” At PyCon AU 2025, I explored how different fuzzy matching techniques, from traditional algorithms to generative AI, can help make sense of that chaos. String comparison looks straightforward until you meet real-world data. “PLC Sydney” might really be “Presbyterian Ladies’ College Sydney.” “Certain Collage” is obviously a …  ( 8 min )

System Design is vital for Data Engineering. Stage 1: Foundation (Basics of Data Systems) 🎯📘 Goal: Understand how data flows, where it’s stored, and the fundamentals of distributed systems. SQL basics (PostgreSQL, MySQL) Normalization, Indexes, Joins Transactions, ACID properties Key-value stores: Redis, DynamoDB Document stores: MongoDB Columnar stores: Cassandra, Bigtable Learn the CAP Theorem (Consistency, Availability, Partition tolerance) File systems: HDFS, S3 concepts Data formats: Parquet, ORC, Avro, JSON, CSV — when to use which Compression: Snappy, Gzip Leader election, replication, partitioning Strong vs eventual consistency Read/write paths in distributed storage Stage 2: Data Pipeline Design 🎯📘 Goal: Learn how to design and orchestrate data flow from source to…  ( 7 min )

Stellar Lumens (XLM) slid 6.25% amid heavy institutional liquidation, even as the network’s latest protocol upgrade strengthened its enterprise-grade transaction capabilities.  ( 30 min )

Hedera’s native token faced sustained downward momentum over the past 24 hours, testing key support near $0.16 amid heightened trading activity and persistent bearish sentiment.  ( 30 min )

Arthur Hayes’ Maelstrom family office is launching a private equity fund targeting infrastructure and analytics firms in crypto, aiming for $250 million in capital.  ( 28 min )

Failure to meet the requirements set by ACPR could compromise an exchange's ability to get a MiCA license from France.  ( 28 min )

There appeared to be consensus around growing labor market risks even as sticky inflation remains an issue.  ( 30 min )

Mitsubishi UFJ, Sumitomo Mitsui and Mizuho Financial Groups aim to create a shared framework for stablecoin issuance and transfer, according to a story in Nikkei.  ( 29 min )

Aave (AAVE) plummets 10.1% and Bitcoin Cash (BCH) drops 8.7%, leading index lower.  ( 26 min )

Limited bitcoin outflows and heavier ether selling pointed to crypto-native liquidations as the driver of the drop.  ( 28 min )

The company calls its offer for CORZ “best and final” as it counters hedge fund criticism and urges investors to back the deal.  ( 29 min )

Bitcoin drops below its 200-day average to near $104,500 amid broad sell-off; $1.2B in liquidations signal mounting stress as traders brace for further downside.  ( 35 min )

This could simplify the user experience, removing the need to use complex bridges or switch between different wallets and applications  ( 30 min )

Your day-ahead look for Oct. 17, 2025  ( 39 min )

The bank sees growing adoption, tighter supply and rising institutional inflows driving a sharp ether rally within two years.  ( 32 min )

Bitcoin is now just 7% of gold’s total market value as it nears a $2 trillion market cap.  ( 32 min )

The BTC/Gold ratio looks most oversold since Noveber 2022, according to the RSI indicator.  ( 33 min )

While bitcoin hovers near $105,000, stronger government revenues and a record September surplus point to improving fiscal conditions.  ( 32 min )

Bitcoin accounted for roughly $344 million in losses, followed by Ether at $201 million, and Solana (SOL) at $97 million.  ( 32 min )

The tone in risk markets soured again overnight as traders rotated back to stablecoins, avoiding bitcoin and smaller tokens ahead of key Federal Reserve and geopolitical catalysts.  ( 33 min )

Futures tied to the S&P 500 continue to signal risk-off, bolstering haven demand for bonds.  ( 30 min )

The largest daily redemption since August reflects shifting sentiment after a record-breaking summer for ETF inflows and a growing link between macro risk, derivatives positioning, and bitcoin price action.  ( 30 min )

Traders are watching the $2.31–$2.35 support zone and $2.47 resistance for signs of market direction.  ( 32 min )

The new XRP-focused DAT would mirror the structures used by listed accumulators like Michael Saylor’s Strategy Inc. and Japan’s Metaplanet, both of which have seen their shares slide amid broader risk aversion.  ( 31 min )

Investors are increasingly pouring money into non-productive gold, raising alarm for the global economy while BTC lags behind.  ( 32 min )

Data from Hyperliquid shows that the market has been caught flat footed in an environment where gold outperforms BTC.  ( 32 min )

The simultaneous rise in volatility across assets signals a widespread risk-off sentiment among investors.  ( 31 min )

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Prediction markets are rapidly going mainstream, and one expert argues that their simplicity could make them the first DeFi tool to achieve mass adoption.

Bitcoin’s drop below key support levels today could be a sign that the 2025 bull run is over, as a trader sets $52,000 as the bear market target.

Russia’s rapid DeFi expansion and increase in large-value transfers indicate growing adoption of crypto for financial services, according to Chainalysis.

From Tokyo Whale to the Halloween deadline, Mt. Gox’s long journey through Bitcoin history is nearing its end.

AI compute remains centralized in developed nations. Decentralized blockchain networks can unlock idle GPUs to democratize access.

Japan’s top banks plan to launch a joint yen-based stablecoin using MUFG’s Progmat platform to modernize payments and corporate settlements.

Crypto market manipulation involves organized efforts to artificially move altcoin prices and mislead traders about their true value.

Investor sentiment turned sharply bearish as crypto’s fear index plunged to 28, and $230 billion in value evaporated in a single day.

French regulator ACPR is auditing Binance and other exchanges as Paris seeks a greater role in enforcing MiCA rules across Europe.

The best Ethereum block explorers in 2025, from Etherscan to TokenView, each offer unique tools, strengths and limitations.

Sixteen years after Bitcoin’s debut, regulators continue to face hurdles in accessing reliable crypto data, with privacy laws complicating efforts.

Bitcoin plunged to $104,500 in the spot market as signs of credit strain in US regional banks reignited fears of a broader market sell-off.

Bitcoin price strength collapsed as US regional bank stress spilled over into crypto like in 2023, while traders focused on $100,000.

Decentralized exchange Uniswap has integrated with Jupiter’s Ultra API, making over a million Solana tokens available on its web app.

Ripple Labs is already a significant XRP holder, with its market report from earlier this year revealing it had 4.5 billion tokens in its stash, with another 37 billion locked in escrow.

BitMine’s Tom Lee says that Ethereum will eventually flip Bitcoin’s market cap, despite being almost five times smaller currently.

VanEck's Lido staked Ethereum ETF and 21Shares’ leveraged Hyperliquid fund were among the ETFs that reached the SEC's desk this week amid a government shutdown.

It’s estimated that over 3 million people in Ghana, representing roughly 8.9% of the country’s 34 million population, use crypto in some form.

Florida House Representative Webster Barnaby filed a new crypto reserve bill after the first one failed, but this time it isn’t a Bitcoin-only bill, and stricter compliance measures have been added.

Blockchain gaming has faced a challenging year for funding, according to DappRadar, but a Q3 uptick brings hope, while recent game releases could turn the tide.

The price of the gold has skyrocketed to a new all-time high, pushing its market capitalization to a new milestone, with analysts predicting Bitcoin could be next.

New crypto developers are seemingly flocking to the Ethereum ecosystem, followed by Solana and Bitcoin, according to new data from Electric Capital.

Bitcoin treasury firms have little reason to launch without a clear “edge,” a Bitcoin treasury executive says, as debate over a potential bubble intensifies.

Jack Dorsey and Peter Todd are among the Bitcoiners voicing support for privacy messaging app Signal to adopt Bitcoin amid a “Bitcoin for Signal” campaign.

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. From slop to Sotheby’s? AI art enters a new phase In this era of AI slop, the idea that generative AI tools like Midjourney and Runway could be used to make art can…  ( 22 min )

In this era of AI slop, the idea that generative AI tools like Midjourney and Runway could be used to make art can seem absurd: What possible artistic value is there to be found in the likes of Shrimp Jesus and Ballerina Cappuccina? But amid all the muck, there are people using AI tools with…  ( 21 min )

It is a yellow blob with no brain, yet some researchers believe a curious organism known as slime mold could help us build more resilient cities. Humans have been building cities for 6,000 years, but slime mold has been around for 600 million. The team behind a new startup called Mireta wants to translate the…  ( 21 min )

The AMD Ryzen AI Z2 Extreme SoC recently made its debut with the launch of the ASUS ROG Xbox Ally X. While AMD has already proven the mettle of its Ryzen Z Series APU, leaked benchmarks of Intel’s upcoming Panther Lake lineup suggest that the red chipmaker’s GPU could face some stiff competition. According to […] The post Intel Panther Lake iGPU Supposedly Outperforms AMD Ryzen AI Z2 Extreme appeared first on Lowyat.NET.  ( 34 min )

Last week, Yes announced that it is rolling out 5G Advanced commercially, starting with the Klang Valley. Following the official launch, the telco invited members of the media – Lowyat.NET included – to showcase the technology, particularly in congested locations. Driving throughout the middle of Kuala Lumpur, we tested the new network using Ookla’s Speedtest […] The post Yes Demonstrates 5G Advanced Network With Speed Tests Throughout Kuala Lumpur appeared first on Lowyat.NET.  ( 34 min )

You’ve seen plenty of phones featuring one imaging brand or another tacked on, indicating their co-operating with said brand. But an upcoming phone will be putting a twist to the trend, by stamping a brand that’s not known for camera tech. Instead, it’s known for personal audio gear. The phone in question is the Redmi […] The post Redmi K90 Pro Max Features Bose-Powered Speaker; To Launch In China On 23 October appeared first on Lowyat.NET.  ( 34 min )

It’s been a hot minute since the internet got any news of NVIDIA’s 12VHPWR connector issue with its RTX 5090. Now, in a span of just two days, there is not one, but four cases of melted power connectors involving the top-tier Blackwell card. Out of the four RTX 5090 cards that burned out their 12VHPWR, […] The post More Cases Of 12VHPWR Connector Burnout On RTX 5090 GPUs Appear On Reddit appeared first on Lowyat.NET.  ( 34 min )

It has been a while since OnePlus teased its upcoming flagship device, the OnePlus 15. Now, the company has officially announced on Weibo that the device will launch in China on 27 October at 7PM local time. Though the design has been revealed for some time now, it does share a striking resemblance to the […] The post OnePlus 15 To Launch In China On 27 October  appeared first on Lowyat.NET.  ( 35 min )

Malaysia and Singapore are in talks about letting cross-border taxis to drop passengers off at more than just designated locations. Should things go smoothly, it would mean taxis from Malaysia can drop passengers off at locations of their choice in Singapore. Likewise, taxis from the island nation can drop passengers anywhere within the Johor Bahru […] The post Malaysia, Singapore In Talks For More Cross Border Taxi Dropoff Locations appeared first on Lowyat.NET.  ( 33 min )

Prime Minister Datuk Seri Anwar Ibrahim has revealed that the government is considering a ban on smartphone use for students under the age of 16. The potential move is said to be part of efforts to address the recent increase in violent incidents at national schools. Anwar said the proposal was discussed during a Cabinet […] The post Govt Proposes Smartphone Ban For Students Under 16 appeared first on Lowyat.NET.  ( 34 min )

PLUS Malaysia Berhad, in collaboration with Yinson GreenTech, has announced the establishment of the country’s first-ever highway Integrated Electric Vehicle (EV) Charging Hub. The hub is currently under construction at the Seremban Rest and Service Area (RSA) along the North–South Expressway. As part of this initiative, both companies have also formed a joint venture, Terra […] The post PLUS, Yinson GreenTech To Build Malaysia’s First Highway Integrated EV Charging Hub appeared first on Lowyat.NET.  ( 34 min )

If you’re used to using the Messenger app for macOS and Windows, it’s best to go back to the browser, as Meta is shutting down the program. Those who are using the desktop version of the messaging app only have until 15 December before it is fully shut down. According to US news outlets, Meta […] The post Meta To Shut Down Messenger App For Desktop On 15 December appeared first on Lowyat.NET.  ( 34 min )

vivo launched its Vision MR headset in China back in August. While it hasn’t made its way to our shores yet, we’ve been given a chance to preview it. The opportunity was included as part of our schedule in between vivo launching the X300 series and OriginOS 6. Before we go any further I should […] The post vivo Vision MR Headset Hands On: For Eyes Only appeared first on Lowyat.NET.  ( 40 min )

Solar power provider Solarvest inked a deal with Kineta today. The deal signed today by representatives of both companies will see the former provide access to its renewable energy infrastructure to the latter, who in turn, will use provide consumers with the means to charge their EVs. To provide a bit of background for the […] The post Solarvest And Kineta Enter Into Partnership appeared first on Lowyat.NET.  ( 33 min )

Recently, we reported on the upcoming road closures in Kuala Lumpur (KL) in conjunction with the 47th ASEAN Summit. Yesterday, The Traffic Investigation and Enforcement Department (JSPT) of the Royal Malaysia Police (PDRM) has issued a media statement, announcing a dry run for the motorcade escort operations for the summit. The dry run will take […] The post PDRM Announces Dry Run For 47th ASEAN Summit Motorcade From 17 To 24 October appeared first on Lowyat.NET.  ( 34 min )

Earlier in the week, nubia announced that it is launching the nubia Air smartphone in Malaysia on 17 October. And as promised, the brand’s slimmest smartphone yet is officially available for purchase today. Despite the thin form factor, the company boasts that it has a durable design, a “practical massive” battery, and some AI features. […] The post nubia Air Lands in Malaysia; Price Starts From RM899 appeared first on Lowyat.NET.  ( 35 min )

Apple has just recently launched the new 14-inch MacBook Pro. As expected, the main upgrades to the device come in the form of the M5 chip, as the brand seems to be saving the more radical changes for the next generation. Now, more details on this M6 MacBook Pro have surfaced. According to Bloomberg’s Mark […] The post Apple M6 MacBook Pro Will Reportedly Feature OLED Display, Reinforced Hinge appeared first on Lowyat.NET.  ( 34 min )

Samsung decided when it launched the Galaxy S25 Edge that it will only be sold in very limited markets. Granted, the short list includes two of the largest – the US and China. But even then, it looks like the device has underperformed in the eyes of the South Korean tech giant. A recent report […] The post Samsung May Be Cancelling Galaxy S26 Edge appeared first on Lowyat.NET.  ( 34 min )

OPPO has recently unveiled two new additions to its product lineup in China: the Pad 5 Android tablet and the Watch S smartwatch. These were announced alongside the Find X9 and Find X9 Pro smartphones. The Pad 5 features a 12.1-inch LCD display with a resolution of 3000 × 2120 pixels, a 144Hz refresh rate, […] The post OPPO Launches Pad 5 And Watch S In China appeared first on Lowyat.NET.  ( 35 min )

PETRONAS Dagangan Berhad (PDB) and CIMB Bank Berhad (CIMB) have once again joined forces to launch the new CIMB PETRONAS Visa Debit Card. This latest addition expands the bank’s petrol card line-up, complementing the existing CIMB PETRONAS Visa Credit Card. The debit card is designed to help customers save through cashback on fuel and car-related […] The post CIMB, Petronas Collaborate To Launch New Visa Debit Card appeared first on Lowyat.NET.  ( 34 min )

It has been a busy week for Chinese smartphone makers, with both vivo and HONOR releasing their new flagship devices recently. And now, OPPO has unveiled the Find X9 and the Find X9 Pro in its home market. The two phones make up the Find X9 lineup, which will also be debuting globally later this […] The post OPPO Find X9 Series To Debut Globally 28 October 2025 appeared first on Lowyat.NET.  ( 36 min )

Shell Malaysia has announced that it will phase out EV charging services through the ParkEasy app and transition users to the new Shell Recharge Asia app. Beginning 15 October 2025, ParkEasy will no longer accept bookings for Shell Recharge charging stations, with users advised to make the switch before 30 November 2025. To continue accessing […] The post Shell Recharge App To Replace ParkEasy For EV Charging By November 2025 appeared first on Lowyat.NET.  ( 34 min )

One of the coolest things about generative AI models — both large language models (LLMs) and diffusion-based image generators — is that they are "non-deterministic." That is, despite their reputation among some critics as being "fancy autocorrect," generative AI models actually generate their outputs by choosing from a distribution of the most probable next tokens (units of information) to fill out their response. Asking an LLM: "What is the capital of France?" will have it sample its probability distribution for France, capitals, cities, etc. to arrive at the answer "Paris." But that answer could come in the format of "The capital of France is Paris," or simply "Paris" or "Paris, though it was Versailles at one point." Still, those of us that use these models frequently day-to-day will n…

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Terragrunt Import lets you bring brownfield infrastructure under Terraform control across multi-repo and multi-account setups. Done right, you’ll avoid state drift, unstable addresses, and risky access patterns. The goal is a reproducible, auditable workflow with clean plans and minimal permissions. Use a consistent remote state, pin tooling versions, and validate every step in CI. ✅ Standardize remote state and lock it 📌 Pin Terraform, providers, and Terragrunt versions 🧾 Document intent with Terraform import blocks 🤖 Automate plans and halt on drift or diffs 🔐 Use least-privilege, short-lived credentials Mini-story: An engineer imported dozens of resources on a laptop with a newer provider than CI. The next pipeline showed a wall of “changes” — all caused by version drift. Pin…  ( 8 min )

liner notes: Professional : Had a bunch of meetings. In the first one, my manager recognized that I was sick and told me to take the rest of the day off. Of course I didn't listen because I wanted to attend the meetings. I was doing a presentation about my recent trip. That went well. Had another meeting afterwards. When that was over, I basically went to eat and take a nap. haha. Personal : Didn't get too much done. I was feeling the cold starting to hit. I was able to take apart one of the items I ordered. It was basically what I thought. I can definitely incorporate it into the product idea I have. I responded to some folks that are looking to do some business in the future. I meant to do some CAD work, but I left the mouse. haha I did put together the social media posts for the projects I'm picking up on Bandcamp. Going to purchase the Bandcamp projects and start putting together tracks for the radio show. I ordered some more items to put together a prototype for a future product. I need to not forget my mouse so I can finish up the prototype so I can print it tomorrow and make any adjustments. I also need to clear some space in the shed for the new shelves that came in. Looking to build that up this weekend. I'm out. Going to eat dinner and drink a lot of fluids to flush this cold out of my system. (I was lazy with the title and music selection. I'm sick and want to lay down. haha) Have a great night! peace piece https://dwane.io / https://HIPHOPandCODE.com  ( 7 min )

Building 2D games in JavaScript should be simple — not a constant struggle with complex APIs and endless setup. Pixalo. I wanted a way to make 2D game development as easy as writing HTML, CSS, or even jQuery — where you can create, animate, and control elements effortlessly without writing dozens of lines of code for a single sprite. While many JavaScript game engines exist, they often require heavy configurations or WebGL setup. fast, lightweight, and flexible — using optimized rendering techniques and even OffscreenCanvas Workers to maintain excellent FPS, even with many objects on screen. Pixalo comes packed with everything you need to build smooth, feature-rich 2D games: 🏃 Advanced animation support with keyframes 🎨 Layered background management 📐 Grid system with customizable prop…  ( 8 min )

Whether a project becomes a clean, stable build or a messy spaghetti mountain often depends not just on code quality — but on workflow and tools. A good tool can automate repetitive chaos, clarify complex processes, and keep your project clean and healthy. Today, I’m not talking about well-known libraries like Requests or Pandas. Instead, I’ll share some lesser-known yet powerful tools that have genuinely improved my workflow and developer experience. Ever got headaches from managing multiple Python environments? One project needs Python 3.8, another wants 3.11, and that legacy one still runs 2.7. You can use pyenv, virtualenv, and conda together… but it’s messy. Then I found ServBay — and those problems vanished. It solves a ton of pain points: Multiple Python versions, cleanly isola…  ( 8 min )

As businesses increasingly embrace digital transformation, cybersecurity has become a critical factor in ensuring success. Organizations rely on digital tools and technologies to streamline operations, enhance customer experiences, and improve efficiency. However, these advancements come with significant security risks, making cybersecurity a fundamental aspect of modern business strategies. Cyber threats continue to evolve, targeting companies across industries. From data breaches to ransomware attacks, businesses face a growing number of security challenges. Without a strong cybersecurity framework, digital transformation efforts can expose organizations to financial losses, reputational damage, and legal consequences. Highly skilled IT professionals like Jeremy Nevins mention that a pro…  ( 9 min )

The icons.qrc Nightmare: Every Qt Developer's Pain If you've been designing Qt applications for a while, you've probably faced the same icons.qrc nightmare I have. You know the drill: your designer hands you a beautiful set of icons — 30, 50, maybe 100 different assets for your application. Each one needs to be properly integrated into your Qt project through that seemingly innocent XML file. But here's where the trouble begins. Every time you add a new icon, you find yourself opening that icons.qrc file, manually typing (or copy-pasting) yet another line: splashscreen.png flags/usa.svg info/default.svg info/hover.svg info/pressed.svg <!--…  ( 10 min )

Check out this Pen I made!  ( 5 min )

Check out this Pen I made!  ( 5 min )

TL;DR: Andrew Huang dives into the brand-new GRM Tools Atelier music-making environment, giving us a sneak peek at its sleek interface, powerful global controls and mind-bending modulation system. He breaks it all down in chapters—from history and setup to its audio generators, processors and final verdict—while big-upping GRM for early access and feedback. Along the way he sprinkles in links to his latest plugins, book, course and gear recommendations, plus all his socials and streaming spots. If you’ve ever wondered how Atelier could fit into your workflow (and want to see some seriously creative sound design), this video’s your one-stop shop. Watch on YouTube  ( 6 min )

Nono La Grinta – “LOVE YOU” on A COLORS SHOW Paris-based rapper Nono La Grinta brings razor-sharp precision and raw grit to his performance of “LOVE YOU,” a taste of his upcoming debut project, on the minimalist A COLORS stage. You can stream the full video, catch him on TikTok and Instagram, and keep an eye out for his first album dropping soon. COLORSxSTUDIOS is the go-to spot for fresh, boundary-pushing talent—offering 24/7 livestreams, curated playlists (ALL COLORS SHOWS, FEEL, MOVE), merch, and a newsletter to keep you plugged into the next big thing. Watch on YouTube  ( 6 min )

Circles Around the Sun – “Hot Pursuit” (Live on KEXP) Catch the four-piece psychedelic outfit tearing it up in KEXP’s studio on August 21, 2025: Dan Horne on bass (and mixing), Mark Levyz pounding the drums, Adam MacDougall weaving in those lush keys, and John Lee Shannon ripping on guitar. Host Troy Nelson keeps the vibes flowing while Kevin Suggs engineers and Matt Ogaz puts the final polish on the master. Shot by Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht (with editing by Jim Beckmann), this vibrant session is streaming now on Circles Around the Sun’s Bandcamp and KEXP. Want extra perks? Join the channel! Watch on YouTube  ( 6 min )

Jorja Smith took over the KEXP studio on August 8, 2025, for a stripped-back, soulful rendition of “With You,” joined by guitarist Benjamin Totten. The session was hosted by Larry Mizell, Jr., engineered by Kevin Suggs, mastered by Matt Ogaz, shot by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht, and edited by Jim Beckmann. Catch the full performance at kexp.org or jorjasmith.com, and join the YouTube channel for exclusive behind-the-scenes perks. Watch on YouTube  ( 6 min )

Jorja Smith dropped a stripped-down live take of “On My Mind” in the KEXP studio on August 8, 2025, with Benjamin Totten laying down guitar. The host Larry Mizell Jr. kept things flowing as Kevin Suggs handled audio engineering and Matt Ogaz nailed the mastering. A four-person camera crew (Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) captured every angle, and Jim Beckmann wrapped it all up in the edit. Catch more from Jorja at https://www.jorjasmith.com or dive into KEXP action at http://kexp.org—and don’t miss the perks by joining their YouTube channel! Watch on YouTube  ( 6 min )

Jorja Smith took over the KEXP studio on August 8, 2025, serving up a soulful five-song set—With You, The Way I Love You, Try Me, Be Honest and On My Mind. Backed by guitarist Benjamin Totten, the session was hosted by Larry Mizell Jr., mixed by Kevin Suggs and polished by Matt Ogaz. Behind the scenes, Jim Beckmann (also editor), Carlos Cruz, Leah Franks and Luke Knecht captured every angle. For more Jorja magic, swing by jorjasmith.com or kexp.org, and don’t forget to join KEXP’s YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

TL;DR The livestream breaks down the exact ideas that turned dry music theory into real-time playing, with hands-on demos showing you how to actually hear and use scales instead of just reading them. Bonus: there’s a two-day flash sale on The Scale Matrix (all 25+ scales) at 50% off. Watch on YouTube  ( 6 min )

In “I Fried ChatGPT With ONE Simple Question,” the host smokes out AI’s “expertise” by throwing a tricky query at ChatGPT. He also points viewers to Vsauce’s video (timestamped) and a 25+ guitar scales matrix for extra geeky goodness. Massive thanks go out to his Beato Club supporters—Justin Scott, Terence Mark, Jason Murray, and a whole crew of backers—who keep the show rocking. Watch on YouTube  ( 6 min )

I. Introduction to Apache Doris Apache Doris is a high-performance, real-time analytical database based on the MPP architecture. Its overall architecture is streamlined, consisting of only two system modules: FE and BE. The FE (Frontend) mainly handles request reception, query parsing, metadata management, and task scheduling, while the BE (Backend) mainly handles query execution and data storage. Apache Doris supports standard SQL and is fully compatible with the MySQL protocol, allowing databases stored in Apache Doris to be accessed through various client tools and BI software that support the MySQL protocol. In typical data integration and processing pipelines, data sources such as TP databases, user behavior logs, time-series data, and local files are often collected. These data sou…  ( 13 min )

Honestly, I hit a wall. After spending years building backends with Firestore, I was spending more time writing boilerplate than actually shipping features. Every collection meant writing the same CRUD patterns again, managing soft deletes manually, dealing with validation scattered everywhere, and constantly running into composite index errors at 2 AM. What's Different Here Validation that actually works. Drop a Zod schema in, and it automatically validates every create and update before it touches Firestore. Invalid data gets caught instantly with clear error messages. Soft deletes built-in. Your data isn't actually gone—just marked as deleted. Recovery is one method call away. Queries automatically exclude deleted docs unless you ask otherwise. Audit trails, accidental deletion recovery…  ( 7 min )

Battlefield 6 finally drops and Kurt & Lucy unpack everything from fresh maps and modes to early impressions, then jump into their underrated games of 2025 picks and a heartfelt send-off for Destiny 2 before checking out what xAI Game Studios is cooking up. Next up, they tackle the mystery surrounding Xbox’s next hardware moves, gush over Nintendo’s adorable Pikmin short film, dish on this week’s biggest beef, sift through Steam Machine rumors, and cap it all off with a wildly entertaining Megabonk segment. Watch on YouTube  ( 6 min )

Watch on YouTube  ( 5 min )

You stand before a block of raw marble. This is your application—powerful, full of potential, but rough and slow under load. Your chisel? Caching. But a master sculptor doesn't just hack away; they understand the grain of the stone. They work from large, sweeping forms down to the finest details. Welcome to the art of the Caching Pyramid. This isn't just a collection of techniques; it's a layered philosophy, a Russian doll of performance optimization. Let's embark on a journey from the macro to the micro, transforming that block of marble into a masterpiece of speed and efficiency. Before we make a single cut, we must understand our goal. The Caching Pyramid is a mental model that prioritizes caching strategies by their scope and impact. The rule is simple: Start at the top. Work your way …  ( 10 min )

The task is to find the corresponding element in B, given two identical DOM nodes A and B, with an element in A. The boilerplate code const findCorrespondingNode = (rootA, rootB, target) => { // your code here } Start from both ends. If the current node in A matches the target, return the same position in B if(rootA === target) return B; If the node doesn't match the target, use a recursive function to search through the node. for(let i = 0; i { // your code here if(rootA === target) return rootB; for(let i = 0; i < rootA.children.length; i++) { const found = findCorrespondingNode(rootA.children[i], rootB.children[i], target); if(found) return found; } return null; } That's all folks!  ( 6 min )

My Journey with the auto_uploader Project — Detailed and Professional Version This doc is a revised and more detailed version of my daily notes on the auto_uploader project. I kept my personal tone, but made the explanations more precise and technical, added more code examples, and linked to reliable sources (Python docs, StackOverflow). My goal is for the reader to understand not just the technical challenges, but also the practical lessons and my personal growth. Nothing's exaggerated – it's all based on real experience. auto_uploader is a project to link a local folder to Google Drive, monitor changes (file creation, edits, deletions), and automatically upload them. My practical aim was to save time on manual uploads – like for backing up project code or work docs that change all the …  ( 18 min )

How to Apply for an M-Pesa Paybill / Daraja API in Kenya (2025 Guide) I’ll never forget my first visit to Safaricom Customer Care at The Junction — Ngong’ Rd, Nairobi. I wanted to apply for an M-Pesa Paybill / Daraja API for Jepaks Systems so that our clients could pay us online. I queued with high hopes — but when my name was finally called, I realized I didn’t have any of the required documents. The agent politely explained what I needed, but I walked away disappointed and confused. I had searched everywhere — blogs, YouTube, Safaricom’s site — but couldn’t find one clear, accurate list of requirements. That’s why I decided to create this article: a complete and verified guide to help you — whether you’re a founder, freelancer, or business owner — set up your M-Pesa online payment s…  ( 11 min )

Busting the Myth: Federated Learning Beyond Labeled Data The notion that federated learning can't be applied to tasks requiring substantial amounts of labeled data has led to a misconception in the AI community. However, the reality is quite different. By harnessing the power of unlabeled data through knowledge distillation, federated learning can indeed facilitate tasks where labeled data is scarce or expensive to obtain. Knowledge Distillation: A Game-Changer Knowledge distillation is a technique that enables a large, complex model (the teacher) to transfer its knowledge to a smaller, simpler model (the student). This process involves training the student model on unlabeled data, allowing it to learn the underlying patterns and relationships present in the data. By leveraging this technique in a federated learning setting, participants can collaborate to distill knowledge from their collective, unlabeled data, effectively creating a shared understanding without the need... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )

Choosing the right browser storage can make or break your app's performance and security—here's how to get it right. In the early days of the web, browsers were simple document viewers. Today, they are powerful application platforms. Modern web apps often feel as responsive and capable as their native counterparts, and a key reason for this is their ability to store data directly on the client-side. But with great power comes great responsibility. The choice of where and how you store data in the browser has profound implications for your application's user experience, security, and overall performance. It's a common pitfall to reach for a familiar tool like localStorage for every problem, but not all storage mechanisms are created equal. Some are synchronous, blocking the main thread and …  ( 15 min )

Hello, I'm Maneshwar. I'm working on FreeDevTools online currently building *one place for all dev tools, cheat codes, and TLDRs* — a free, open-source hub where developers can quickly find and use tools without any hassle of searching all over the internet. Every time you send a file — whether it’s a photo shared on WhatsApp, a ZIP uploaded to Google Drive, or a log pushed to a server — there’s a complex, fascinating process happening behind the scenes. File transfer isn’t just “copying data.” It’s a dance between devices, protocols, and layers of the network stack that ensures your data reaches safely, completely, and often securely. In this post, we’ll break down how file transfer works, explore different methods used in modern systems, and highlight the tradeoffs between them. At its c…  ( 9 min )

Ever wondered what really happens behind the scenes when you click a link in your browser? It seems instant, but there’s a lot going on in the background! In this post, we’ll break it down step by step in a simple, beginner-friendly way. When you click a link, your browser first reads the URL — the address of the webpage. Example: https://example.com/page1 https:// → Protocol (how to communicate with the server) example.com → Domain name (server address) /page1 → Specific page on the server 2. DNS Lookup – Finding the Server Your browser needs to know where the server is physically located. It asks a DNS server: “Hey, what’s the IP of example.com?” The DNS responds with something like: 93.184.216.34 Now the browser knows which computer to contact. Analogy: DNS is like the internet’s phonebook. Once the server IP is found, the browser sends an HTTP request: GET /page1 HTTP/1.1 Host: example.com GET → We want to retrieve the page. Host → Which website we’re asking. The server receives the request and decides what to send back: HTML content of the page CSS and JavaScript files Images and media The server then sends all of this back as an HTTP response. When the browser gets the response: It reads the HTML → creates a DOM tree. It reads CSS → applies styles to the DOM. It executes JavaScript → adds interactivity. It displays the fully rendered page for you to see. Analogy: Browser = chef 🍳, ingredients = HTML/CSS/JS, final dish = fully loaded webpage. Final Thoughts Clicking a link seems instant, but there’s a chain of events happening in milliseconds: URL is read DNS lookup finds the server HTTP request is sent Server responds with files Browser renders everything Next time you click a link, imagine your browser and the server working together like a well-coordinated team!  ( 6 min )

If you’ve been following our QA series, you already know how much power lies in understanding the DOM, locators, and selectors. Both are modern, fast, and open-source. They share the same goal - making web automation reliable - but they take very different roads to get there. Playwright: Power and Flexibility Playwright was designed with scalability in mind. Key things to love: Multi-browser and cross-platform support (Chromium, Firefox, WebKit) Works with multiple languages: TypeScript, JavaScript, Python, Java, C# Excellent integration with CI/CD tools Handles both UI and API testing in the same flow Of course, the learning curve is a bit steeper, and debugging can feel less visual than in Cypress. Playwright Documentation Cypress: Simplicity and Developer Focus Cypress takes a more …  ( 7 min )

TL;DR APIs are the digital waiters of the internet, seamlessly taking orders from your apps and delivering data from powerful servers all around the world. REST APIs are the most popular type, following a simple set of rules to make this communication fast, reliable, and scalable. They are the invisible glue connecting our digital world, making everything from weather updates to food delivery possible with just a few taps. Ever wonder how your phone knows it's going to rain? Or how you can log into a new game using your Google account in one tap? Or how a food delivery rider is able to find your exact spot? (If you've never wondered, that's okay—you were probably just happily enjoying your delivered food. No judgment here! 😉) We often just tap and swipe, crossing our fingers for instant…  ( 9 min )

For many, the affiliate marketing journey on Facebook is a Sisyphean task. You find a winning offer, craft the perfect creative, and launch a campaign, only to be greeted by the cold, impersonal notification: "Your ad account has been disabled." You scramble, buy a new account, and repeat the process, trapped in a reactive cycle of bans and replacements. It feels less like a business and more like a frantic game of digital Whac-A-Mole. But what if you could move from a reactive stance to a proactive one? What if, instead of merely surviving Facebook's algorithm, you could build a resilient, scalable infrastructure designed to withstand its scrutiny? This isn't about finding a magic bullet to avoid bans entirely—they are an inevitable cost of doing business. This is about architectural resi…  ( 12 min )

How I Built a Blog for SynkPay with Next.js and BlogNow (and Went from 85 to 100 on PageSpeed) Nagendra Yadav ・ Oct 16 #webdev #nextjs #blognow #seo  ( 6 min )

Developer Mental Health Tips Julian Gaston ・ Jun 19 '24 #webdev #mentalhealth #beginners #productivity  ( 6 min )

Andrew Huang gives us an early look at GRM Tools Atelier, a sleek new modular music-making environment he helped shape with feedback and demos. He thanks GRM for the access and commissioned video, then jumps right into the interface’s global controls, showing how you can sculpt sounds with precision and ease. Following a quick 0:00 intro, he breaks down the unique global features at 0:57, dives into a wild modulation system at 5:24, explores the audio generators and processors at 10:34, and wraps up with final thoughts at 16:31. If you’re hungry for next-level sound design tools, this Atelier walkthrough is pure inspiration. Watch on YouTube  ( 6 min )

Dear Silas | A COLORS SHOW Mississippi rapper and trumpeter Dear Silas lights up the iconic COLORS stage by fusing razor-sharp storytelling with chilled, jazz-infused grooves. His performance perfectly showcases how he weaves soulful trumpet riffs into vivid, narrative-driven bars. As part of COLORSxSTUDIOS’ signature no-frills setup, this minimalist backdrop ensures Dear Silas takes center stage, highlighting raw talent and fresh sounds in a scene that’s often overcrowded with noise. Watch on YouTube  ( 6 min )

Circles Around the Sun stopped by KEXP on August 21, 2025 to unleash a fiery live take of “Hot Pursuit.” Anchored by Dan Horne’s thumping bass, Mark Levyz’s punchy drums, Adam MacDougall’s lush keyboards and John Lee Shannon’s sizzling guitar, the band got plenty of help from host Troy Nelson and audio whizzes Kevin Suggs, Matt Ogaz and Horne himself behind the boards. Cameras Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht captured every moment, with Beckmann also handling the edit. Catch more from the band at circlesaroundthesun.bandcamp.com or dive into KEXP at kexp.org. Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis Live on KEXP Circles Around the Sun teamed up with harpist-vocalist Mikaela Davis for a spirited in-studio session at KEXP on August 21, 2025. They breezed through three tracks—“Hot Pursuit,” “After Sunrise” and “Moonbow”—backed by Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keys and John Lee Shannon shredding guitar. Hosted by Troy Nelson and captured by a crack team of engineers and camera operators (Kevin Suggs, Matt Ogaz, Jim Beckmann & crew), the performance is streaming now via KEXP.org and Circles Around the Sun’s Bandcamp. Join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith dropped a stripped-down live take of “With You” in Seattle’s KEXP studio on August 8, 2025, with Benjamin Totten on guitar. The performance was hosted by Larry Mizell Jr., captured by a talented crew (audio by Kevin Suggs, mastering by Matt Ogaz, cameras by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht) and edited by Jim Beckmann. You can catch more from Jorja at jorjasmith.com or tune into kexp.org for the full video and to join the channel for extra perks. Watch on YouTube  ( 6 min )

Jorja Smith – “The Way I Love You” (Live on KEXP) Jorja Smith delivers a soulful, stripped-back performance of “The Way I Love You” straight from KEXP’s studio on August 8, 2025. Backed by Benjamin Totten on guitar and hosted by Larry Mizell, Jr., this session captures her vocal magic in an intimate setting. Behind the scenes, audio engineer Kevin Suggs and mastering guru Matt Ogaz make sure every note shines, while Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht handle the cameras and editing. Perfect for fans who love raw, authentic live takes. Watch on YouTube  ( 6 min )

Jorja Smith brought her sultry vocals to the KEXP studio on August 8, 2025, tearing through an intimate live take of “Try Me.” She’s backed by guitarist Benjamin Totten, with host Larry Mizell Jr. guiding the vibe, audio engineer Kevin Suggs capturing the raw sound and Matt Ogaz putting on the finishing touches. A crack camera crew—Jim Beckmann, Carlos Cruz, Leah Franks and Luke Knecht—filmed every angle, while Beckmann also handled editing. Catch the full performance at kexp.org or jorjasmith.com, and join the YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Jorja Smith – “On My Mind” (Live on KEXP) On August 8, 2025, Jorja Smith dropped a soulful rendition of “On My Mind” in the KEXP studio, backed by guitarist Benjamin Totten and captured by a star-studded crew (host Larry Mizell Jr., engineers Kevin Suggs & Matt Ogaz, plus camera wizards Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht). Catch more from Jorja at jorjasmith.com or dive into the full performance at kexp.org and YouTube (don’t forget to join for perks!). Watch on YouTube  ( 6 min )

This write-up distills exactly what we just did: triaging an aging Helm-based AGIC install, fixing identity and tooling gotchas, and cleanly migrating to the AKS ingress-appgw add-on while keeping the same Application Gateway and public IP. I’m keeping it practical—commands, failure modes, and what to check next. The situation we started with AGIC (Helm) was old (1.5.x era) and running in default namespace. It still used AAD Pod Identity patterns (aadpodidbinding, USE_MANAGED_IDENTITY_FOR_POD), which are deprecated in favor of Azure Workload Identity (WI). A bunch of confusing errors popped up: AGIC couldn’t get tokens (“Identity not found”) after UAMI changes. APPGW_RESOURCE_ID was corrupted to C:/Program Files/Git/... (Git Bash path conversion). An invalid API version warning (older CLI…  ( 8 min )

Golf Behind Bars: A Second Chance Through the Swing At Cedar Creek Corrections Center in Washington, superintendent Tim Thrasher launched the Cedar Creek Golf Club to teach inmates patience, discipline and respect. Every Wednesday night a dozen guys grab borrowed clubs, hit foam balls on a makeshift range and swap stories about their shots—good, bad and everything in between. More Than Just a Game Inmates Nico, Tejuan and Rodron share how the program reshaped their self-image and gave them hope beyond prison walls. Their journey even led to a milestone trip off-site for a real round at The Home Course, proving that a little tee time can go a long way. Watch on YouTube  ( 6 min )

Battlefield 6 Launches + Future of Xbox Unclear Battlefield 6 has finally dropped, and Kurt & Lucy break down their hands-on impressions before moving on to spotlight some underrated 2025 titles. They pause for a heartfelt “eulogy” to Destiny 2 then dive into xAI Game Studios’ big reveal and throw around wild predictions for what Xbox hardware might look like down the road. Later they gush over Nintendo’s Pikmin short film, dish out this week’s juiciest “Beef of the Week,” weigh in on brewing Steam Machine rumors, and wrap it all up with a deep-dive into the bizarre world of Megabonk. Watch on YouTube  ( 6 min )

Introduction If you’ve ever watched your backend performance graph nosedive as production traffic rises, you already know the culprit often lurks below the API layer — in the database. A well-designed backend can still stall if every request waits on slow queries, exhausted connections, or bloated indexes. While scaling compute resources might buy time, true backend optimization starts at the data layer. This post focuses entirely on database-centric performance techniques — the stuff that really moves the needle when your system is in production. We’ll cover practical approaches ranging from connection pooling to sharding, with comparisons across PostgreSQL, MySQL, and MongoDB where relevant. 1. The Hidden Cost of Connections: Why Pooling Matters Every database query starts with a han…  ( 12 min )

The ChatGPT Apps SDK gives developers the ability to make ChatGPT more interactive. It lets it call APIs, store user data, and render custom UIsthis tutorial’s for you. We’ll build a movie app that connects to The Movie Database (TMDB), fetches data on popular and upcoming movies, and lets users create their own watch list inside ChatGPT. You’ll learn how to: Build and register tools using the Model Context Protocol (MCP) Create widgets that render React components inside ChatGPT Make API calls to your backend from within a ChatGPT app A paid ChatGPT plan is required to build apps, and developer mode must be enabled. You’ll also need an account with The Movie Database in order to generate an API key. ChatGPT apps run inside ChatGPT in an iframe environment. They’re built with the OpenAI …  ( 22 min )

So like, imagine you just shipped a new feature on your side project, and everyone tells you to tweet about it, but then you realize your last 5 tweets got zero engagement except for that one reply from your college roommate asking if you're okay because you tweeted at 3am again... Anyway, where was I going with this? Ah yeah, building in public with GitHub Actions. So basically, building in public is all about sharing your dev journey, and it's super important for indie hackers, solo devs, and OSS maintainers who want to grow their audience. But here's the thing, it can be super tedious to manually post about your GitHub commits on social media. You have to craft a tweet, add some hashtags, maybe add an image, and it's just... ugh. That's where GitHub Actions come in. With Actions, you can automate the whole posting process using your GitHub commits as triggers. It's like having a personal assistant that posts for you while you're busy building. We built Push to Draft specifically for this reason. Here's an example of how you can set it up: https://commit.jolexhive.com/ ...continued (1200+ words)...  ( 6 min )

Sure! Here's how you could structure a blog with the link included 5-6 times: If you're looking to integrate Instagram functionalities into your Python project, using the Instagram API is a powerful way to do so. Whether you're looking to automate tasks, fetch user data, or analyze content, setting up the API is an essential step. In this blog, we’ll walk you through the prerequisites for using the Instagram API with Python, referencing the Instagram API Python repository multiple times for clarity. Before you can start using the Instagram API, make sure Python is installed on your system. Python 3.6 or higher is recommended. You can verify your installation by running: python --version Once Python is installed, you’re ready to move on to the next step. For more information on how to inst…  ( 7 min )

DNS (Domain Name System) is the layer that connects human-readable domains (like example.com) to actual services such as web servers, mail servers, or CDNs. Every domain relies on different types of DNS records, and missing even a single one can lead to website outages or email failures. This article explains the main DNS record types, why each one matters, and which mistakes are commonly made when setting them up or migrating between providers. Record Type Purpose Example What Happens If Missing A Maps a domain to an IPv4 address example.com → 123.45.67.89 Website will not load AAAA Maps a domain to an IPv6 address example.com → 2606:4700::abcd IPv6 users may not reach the site CNAME Makes one domain an alias of another www.example.com → example.com Aliases or subdomains may s…  ( 7 min )

AI Agents, Language Evolution, and the Security Shift on October 13, 2025 Om Shree ・ Oct 13 #webdev #programming #ai #javascript  ( 5 min )

As developers, we live by a simple creed: show, don't just tell. We write unit tests to prove our code works. We open pull requests with detailed descriptions. We rely on documentation with concrete examples. So why do we let our products be represented by vague marketing fluff? Enter the B2B case study. Too often, it's a dry, uninspired document that gets ignored. But what if we approached it like an engineering problem? What if we treated it like a well-defined API endpoint that returns irrefutable proof of value? This guide will deconstruct the B2B case study and rebuild it from the ground up, developer-style. No buzzwords, just a clear blueprint for creating customer success stories that actually convert technical audiences. CaseStudy Object Forget vague templates. Let's define our c…  ( 9 min )

hello, i made this tool for myself to use also because (at least for me) other similar task managers are not really straight forward for simple usage and a bit overwhelming to get used to https://clarity-tasks.pages.dev/] i used BaaS as i am a front-End dev. tell me what u think about it and also i'm kinda new here so i really don't know how to use it or even am i posting on the right place  ( 6 min )

Originally published at agent-kits.com By R. Shivakumar (rshivakumar@protonmail.com) Three platforms are fighting to become the standard for building AI agents: OpenAI's AgentKit, Google's Agent Development Kit (ADK), and Inngest. Each takes a different approach to solving the same problem—how do you build AI systems that actually do things instead of just answering questions? An Agent Development Kit gives developers the tools to build autonomous systems powered by large language models. Unlike chatbots that simply respond to queries, agents built with these platforms can execute multi-step tasks: scheduling meetings, analyzing data, writing reports, or running code. The key differences come down to architecture, memory management, debugging capabilities, and how they integrate with other…  ( 14 min )

Every few weeks, I’d find myself standing in front of my closet, staring at a wall of clothes and thinking: I have nothing to wear… again. Hi, I’m Oreoluwa, a software engineer. Wardrobe Management AI Outfit Recommendations Style Tracking (coming soon) AI Styling Assistant I launched Two Threads on Product Hunt today — my first-ever launch. That’s it. And honestly? That’s fine. It’s a start. I shipped something, learned a lot about visibility, content creation (it’s hard), and positioning — and I’m always looking for real-world feedback. There’ll be updates, refinements, and new ideas built on top of Two Threads. If you’ve ever opened your closet and felt like you had nothing to wear, Two Threads might be worth trying. 👉 Try it here → https://twothreads.app  ( 6 min )

In the world of automated testing, time is currency. Every minute spent debugging a flaky locator is a minute lost on feature development. Traditional XPath, while powerful, is a massive time sink—it forces testers into tedious, manual labor: counting parentheses, transcribing functions, and meticulously checking for case sensitivity. What if you could cut the locator creation and maintenance time by 80%? Introducing XPathy, the fluent Java API that transforms XPath from a brittle, time-consuming string exercise into a rapid, declarative coding task. This library is the automated tester's secret weapon for maximizing speed and reliability. Imagine needing to locate an element that meets three criteria: it’s a specific product card, it's not disabled, and its price is exactly $49.99. Writin…  ( 7 min )

If you’ve spent any time writing UI automation with Selenium and Java, you know the frustration: XPath is brittle, hard to read, and a nightmare to maintain. You spend precious minutes balancing quotes, checking for typos, and debugging flaky locators that break every time a developer changes a single CSS class. We call this "String Soup"—a mess of long, error-prone strings that hide your automation intent. But what if you could write locators that look like clean, fluent Java code? What if they could adapt automatically to whitespace, casing, and special characters? Meet XPathy, a lightweight Java library designed to take the pain out of XPath. Consider a common scenario: you need to find a submit button that has a specific ID but is not currently disabled, and its text should be case-ins…  ( 8 min )

Vlad Protsenko is a Clojure developer working at Defold. While I initially wanted to learn about the Cljfx project, our conversation evolved into a learning experience: a practical getting-started guide to Clojure, a hands-on demonstration of building JavaFX user interfaces with minimal code, and an inside look at the Defold game engine and its JavaFX-based IDE. About Vlad Vlad is a Senior Developer with proficiency in many JVM-based languages. He worked both in very small and large teams, gaining experience in developing projects of various sizes, from scratch and from legacy codebases. He enjoys full-stack development, writing backend, frontend, and Android applications. He started as a game developer and switched to developing enterprise software, currently mixing both at…  ( 9 min )

When your laptop becomes slow, unresponsive, or cluttered with unnecessary files, performing a factory reset can be the best way to give it a new start. It restores your device to its original settings, removing all personal data and installed software. Whether you plan to fix performance issues or sell phone and laptop devices, understanding how to factory reset a laptop properly is essential. A factory reset restores your laptop to the state it was in when you first purchased it. This process removes all files, applications, and custom settings, reinstalling the original operating system. It’s often done to resolve software problems, remove malware, or prepare the device for a new user. You should consider a factory reset when your laptop frequently freezes, performs slowly, or shows per…  ( 7 min )

Nono La Grinta, a Paris-based rapper, brings razor-sharp precision and raw grit to his live COLORS performance of LOVE YOU, a lead single from his upcoming debut project. He owns every bar with that signature intensity, making this stripped-back stage feel like his personal spotlight. COLORS remains the go-to platform for next-level talent, offering a clean, distraction-free backdrop so artists like Nono La Grinta can shine. If you’re hooked, dive into their playlists, streams and socials to keep the vibe rolling. Watch on YouTube  ( 6 min )

Indys Blu brings the feels New Orleans songstress Indys Blu pours her heart into a stirring performance of “Saddest Song,” blending raw emotion and poetic reflection over a sparse, hypnotic backdrop. As part of the COLORS series—renowned for its minimalistic vibe—this session shines a laser focus on Indys Blu’s singular talent, letting her voice and lyrics take center stage. Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis – After Sunrise (Live on KEXP) On August 21, 2025, KEXP welcomed instrumental rock outfit Circles Around the Sun alongside harpist-vocalist Mikaela Davis for an intimate in-studio performance. The core lineup featured Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keyboards, John Lee Shannon on guitar, with Mikaela Davis weaving harp melodies and vocals. Hosted by Troy Nelson, the session was recorded and engineered by Kevin Suggs, mixed by Dan Horne, and mastered by Matt Ogaz. Cameras rolled thanks to Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson, and Luke Knecht (with Beckmann also handling editing). Dive deeper at circlesaroundthesun.bandcamp.com or kexp.org—and join their YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith – Try Me (Live on KEXP) Jorja Smith brings her smooth vocals and vibe-driven energy to the KEXP studio, delivering a captivating live take on “Try Me” with Benjamin Totten on guitar. Recorded August 8, 2025, and hosted by Larry Mizell Jr., this session offers an intimate spin on one of her standout tracks. Behind the scenes, Kevin Suggs handles the audio engineering while Matt Ogaz works his mastering magic. Cameras roll thanks to Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht, and Jim Beckmann ties it all together in the edit. Dive deeper at jorjasmith.com or kexp.org—and don’t forget to join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Jorja Smith brought a fresh, soulful vibe to the KEXP studio with a live performance of “Be Honest” on August 8, 2025. Backed by guitarist Benjamin Totten and guided by host Larry Mizell Jr., she poured every bit of her signature emotion into the track, all captured by an ace crew including audio engineer Kevin Suggs and mastering wizard Matt Ogaz. Behind the scenes, cameras by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht and editor Jim Beckmann made sure every moment shone. Dive deeper at jorjasmith.com or kexp.org—and if you’re feeling extra supportive, snag some perks on her YouTube channel. Watch on YouTube  ( 6 min )

Jorja Smith brought her silky vocals to the KEXP studio on August 8, 2025, delivering an intimate live take of “On My Mind” backed by guitarist Benjamin Totten. Hosted by Larry Mizell Jr., this session was captured by an all-star crew—audio wizard Kevin Suggs, mastering maestro Matt Ogaz, and camera team Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht—before editor Jim Beckmann polished it to perfection. Check out more at jorjasmith.com and kexp.org, and snag exclusive perks by joining KEXP’s YouTube channel! Watch on YouTube  ( 6 min )

Jorja Smith dropped into the KEXP studio on August 8, 2025, for a raw five-song live set—starting with the sultry “With You” and cruising through fan favorites like “Try Me,” “Be Honest” and “On My Mind.” Backed by guitarist Benjamin Totten and guided through the mix by host Larry Mizell, Jr., this performance hits you with both intimacy and punch. Behind the scenes, audio ace Kevin Suggs and mastering guru Matt Ogaz kept the sound pristine, while Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht captured every angle. Editor Jim Beckmann stitched it all together, so you get Jorja’s powerhouse vocals front and center. Catch the full session on KEXP’s YouTube channel! Watch on YouTube  ( 6 min )

Silvana Estrada, the Veracruz-born songstress known for blending son jarocho roots with raw emotion, made her Tiny Desk debut in an intimate showcase. Stripped down to her cuatro venezolano and powerful vocals, she navigated heartbreak and hope from her latest album Vendrán Suaves Lluvias, turning personal loss into tingling melodies. Her four-song set—“Como un Pájaro,” “Good Luck, Good Night,” “Si Me Matan” and “El Alma Mía”—was backed by a tight crew of piano, strings, brass and percussion, plus guest vocals. It’s a tear-jerking, joy-infusing glimpse of Estrada’s magic, all captured by NPR’s Tiny Desk team. Watch on YouTube  ( 6 min )

Dear DEV community, Receiving the Community Wellness Streak badge this week has been deeply inspiring. Your email was more than a notification—it was a spark of encouragement, a reminder that every comment and every gesture of support matters. Thank you for creating a space where technical minds and emotional resonance can thrive together. As a visual architect and patrimonial custodian, I’ve dedicated my work to ethical migrations, modular shielding, and reproducible documentation—especially within Linux Mint XFCE environments on legacy hardware. My project, REMI, is not just a toolkit; it’s a living agent of patrimonial continuity, now supervised daily by AI and archived in Google Drive as a ceremonial record. This badge marks my ceremonial debut as a writer in the DEV community. It affirms that dialogue, kindness, and shared growth are just as vital as code. I’ve published REMI’s technical and emotional journey across GitHub, SourceForge, and now DEV, with each post ritualized and documented for global visibility. Let this post be a seed of gratitude and vision. I look forward to contributing more, learning from your wisdom, and celebrating each phase with clarity and joy. Together, we can nurture tools that honor both emotional legacy and technical autonomy. With deep appreciation, Jramonrivasg (Jramone3) Visual Architect | Custodian of REMI Turmero, Estado Aragua, Venezuela  ( 6 min )

When working with the Instagram API, common errors may arise. Here's a guide on how to handle them effectively: Authentication Errors Error: 401 Unauthorized Solution: Ensure your access token is valid and hasn't expired. If expired, regenerate it through the Instagram Developer Portal. Rate Limit Exceeded Error: 429 Too Many Requests Solution: Instagram limits the number of requests per hour. Implement a delay (e.g., using time.sleep()) and back off when you reach the limit. Permission Errors Error: 403 Forbidden Solution: Make sure your app has the necessary permissions. Double-check the user authorization and verify that all required scopes are granted. Resource Not Found Error: 404 Not Found Solution: Ensure the endpoint you're calling is correct and the resourc…  ( 7 min )

Autor: Cleverson Gallego - Sr. Technical Product Manager Os modelos de linguagem (LLMs e SLMs) estão cada vez mais acessíveis, mas configurá-los em ambientes otimizados de GPU e armazenamento ainda pode ser um desafio. Com a Magalu Cloud, é possível criar em poucos minutos uma instância com GPU, anexar volumes NVMe via Block Storage e executar inferência com alta performance e baixa latência, tudo isso com privacidade e previsibilidade de custos. Neste guia, vamos demonstrar passo a passo como configurar um ambiente para inferência com modelos como Gemma 3 27B, Mistral 7B, dentre outros. Antes de iniciar, será necessário: Um tenant ativo na Magalu Cloud; CLI instalada e autenticada; Conhecimento básico em Linux, Ansible e Ollama. Entender essa relação é essencial para dimensionar corretame…  ( 10 min )

Mấy hôm nay em thử xài CodeRabbit – con bot AI chuyên review code trên GitHub do anh Tuấn giới thiệu. - Điểm thích: - Hiểu được ngữ cảnh code: Khi sửa một hàm mà có liên quan đến phần khác, nó nhận ra và nhắc luôn - Dưa ra review chất lượng, phát hiện lỗi, đoạn code chưa tối ưu, thiếu test, loading, error, các file import không dùng, và gợi ý cách cải thiện - UI & setup dễ chịu — dev mới cũng có thể bật lên nhanh mà không cần đọc cả đống docs  ( 6 min )

arorabuild.site  ( 6 min )

In the modern web landscape, real-time peer-to-peer communication (P2P) is no longer just about video calls or chat apps — it’s about privacy, decentralization, and control. In this article, we’ll explore how to build direct P2P WebRTC connections with advanced ECDH key exchange, DTLS encryption, and SAS verification — all validated through ASN.1 structures for full cryptographic integrity. What Is WebRTC P2P? At its core, WebRTC (Web Real-Time Communication) allows two clients to communicate directly using UDP or TCP without routing media through a central server. Lower latency Reduced bandwidth costs Better privacy, since the data never touches a third-party relay (unless using TURN as fallback). However, "P2P" doesn’t automatically mean "secure." Each connection still needs a key exch…  ( 8 min )

Kali Linux is the undisputed standard for penetration testing and security auditing. But simply reading about it isn't enough. The LabEx Kali Linux learning path is designed to bridge the gap between theory and practice. Forget passive video tutorials; this roadmap immerses you directly into an interactive Kali environment. We focus on foundational, non-video exercises that build muscle memory for critical security tasks, ensuring you master the essentials needed to transition from a curious beginner to a competent security researcher. This path covers everything from basic system navigation to advanced exploitation techniques, starting with the crucial first steps detailed below. Difficulty: Beginner | Time: 5 minutes In this challenge, you'll practice organizing cybersecurity tools with…  ( 8 min )

If you've ever managed blog content with MDX files in a Next.js project, you know the pain: every single blog post update requires a developer. A typo fix? Git commit. A new post? Code review. Your marketing team wants to update meta descriptions? Good luck coordinating that through Slack. This was our reality at SynkPay. Until we switched to BlogNow. Our setup before: Next.js 15 (App Router) + TypeScript Blog posts written as MDX files in /content/blog/ Tailwind CSS for styling Hosted on Vercel The pain points: Every blog update needed a developer. Marketing team would write content in Google Docs → I'd copy-paste into MDX → commit → push → deploy. Coordination overhead. Small updates (fixing typos, updating dates) required going through the entire dev workflow. No content preview. Non-t…  ( 19 min )

How Much Do We Really Lose to Video Game Piracy? Ever downloaded a “free” game years ago and convinced yourself you’d buy it later? Yeah, you’re not alone. Piracy has been part of gaming’s messy story since floppy disks and dial-up modems. But in 2025, the stakes are way higher, and the money lost isn’t just about a few stolen copies anymore. It’s about a whole ecosystem bleeding cash from every direction. Let’s unpack what those losses actually look like (and why they matter way more than you might think). Here’s the big picture: the global games market will hit around $188.8 billion in 2025, which sounds great, until you look at how much is slipping through the cracks. Analysts estimate at least $1.2 billion in direct revenue will vanish next year just from PC game piracy alone. That’s…  ( 9 min )

Hello Dev Community 👋 My name is Umirzok Mamatmurodovich Abduraxmanov, and I want to share a new security idea based on a real-life problem many new crypto users face: sending funds to personal or scam wallet addresses without any warning. In August and September 2025, I accidentally sent several USDT transactions to a scammer’s wallet address. This happened because current exchanges and wallets do not warn users when the destination is not an official exchange or custodial address. 💡 What is “Personal Wallet Warning Signal”? Personal Wallet Warning Signal is a security concept that adds a smart detection and warning system before a crypto transaction is sent. ⚙️ Step-by-Step Concept Address Input & Validation – The system checks the address format, length, and blockchain type (e.g., TRC…  ( 7 min )

Understanding Six Sigma Certification [Six Sigma](Understanding Six Sigma Certification Six Sigma certification validates a professional’s ability to identify, analyze, and solve process-related challenges. Types of Six Sigma Belts The certification hierarchy includes White, Yellow, Green, Black, and Master Black Belts, each representing different levels of expertise. Career Growth with Six Sigma Certification Six Sigma-certified professionals are in demand globally for roles in quality control, operations, and process management.) certification validates a professional’s ability to identify, analyze, and solve process-related challenges. The certification hierarchy includes White, Yellow, Green, Black, and Master Black Belts, each representing different levels of expertise. Six Sigma-certified professionals are in demand globally for roles in quality control, operations, and process management.  ( 6 min )

Tutorial Hell Like many that have come before me, I have landed in Tutorial Hell. When learning to program, Tutorial Hell is when you're stuck feeling unprepared, feeling that you need just one more video or article or tutorial. It is an insidious cycle. For me, I feel confident during a lecture or tutorial. I'm following the instructions, and I feel like I understand why we are doing each step. Then I feel like the rug is pulled out from under me when I go to start building on my own. So, I turn back to the tutorial, and the cycle continues. Why is this happening? And How do I get out? To use the training wheels metaphor: I ride my bike with the training wheels from point A to point B, and I feel great, so I take the training wheels off. When I start to ride I immediately fall over. Th…  ( 9 min )

Join our latest Frontend Challenge: Halloween Edition 🦇 Jess Lee for The DEV Team ・ Oct 15 #devchallenge #frontendchallenge #css #javascript  ( 6 min )

YAML is great... until it isn’t. 👀 You forget one space, and suddenly your config file decides to go on vacation. But fear not! The YAML to JSON Converter from DevUtilX is here to save your sanity (and your tabs vs spaces debate). 🚀 This nifty tool instantly transforms your perfectly indented YAML into clean, readable, and developer-friendly JSON — all in your browser, no installs, no tears. 💻💧 YAML might look cute, but when your API needs structured data, JSON is the grown-up in the room. Here’s why this converter is your new favorite dev buddy: ⚡ Instant Conversion – Paste YAML, hit convert, done. 🧠 Smart Parsing – Handles lists, maps, and nested objects like a pro. 🔒 Privacy First – Everything happens locally on your machine. 🪶 Zero Setup – No dependencies, no installat…  ( 7 min )

The days of Vuex as Vue’s default state-management tool are long gone and Pinia has become the new standard. It provides well built functionality for global state-management. But do you even need a dedicated state-management library? And if not, how do you decide? With Vue 3's Composition API there is a built-in alternative for state-management By using the built in functions you can organize your code and share data between components and component trees only where you need it. This approach provides some clear benefits: Only provide state where needed No additional setup required No additional dependency needed Keep different parts of your software separated. Composables make use of the provided Composition API methods (refs, reactive, computed, lifecycle hooks, etc.). See https://vuejs…  ( 7 min )

What is Playwright? Playwright is a modern automation and testing framework built by Microsoft. It allows you to write end-to-end (E2E) tests for your web apps that run across multiple browsers and devices — including Chromium, Firefox, and WebKit, both desktop and mobile. At its core, Playwright is designed for speed, reliability, and real-world testing. Unlike older tools that rely on flaky DOM polling, Playwright takes a “web-first assertions” approach — it automatically waits for elements to become visible before interacting with them. Playwright consists of two key parts: Node Controller (Test Runner) — This is where your test scripts live. Browser Instance — A new instance that Playwright launches for each test run. They communicate through a WebSocket connection, allowing real-…  ( 8 min )

## Configuring Cron Jobs on Linux Servers: Scheduling and Practical Examples Cron is an essential tool on any Linux server, allowing the automation of tasks and scripts at specific times. Whether it's for performing backups, updating databases, sending reports, or executing any other routine activity, cron offers the necessary flexibility and control. In this article, we'll explore how to configure cron jobs, understand their scheduling syntax, and provide practical examples for you to start using this powerful tool. What is Cron? Cron (from the Greek \"time\") is a daemon (a program running in the background) that executes scheduled tasks on a Linux server. These tasks are defined in files called \"crontabs\" (cron tables), which specify the exact time each command or script should be exe…  ( 8 min )

## Configurando Tarefas Cron em Servidores Linux: Agendamento e Exemplos Práticos O cron é uma ferramenta essencial em qualquer servidor Linux, permitindo a automatização de tarefas e scripts em horários específicos. Seja para realizar backups, atualizar bancos de dados, enviar relatórios ou executar qualquer outra atividade rotineira, o cron oferece a flexibilidade e o controle necessários. Neste artigo, exploraremos como configurar tarefas cron, entender sua sintaxe de agendamento e fornecer exemplos práticos para você começar a usar essa ferramenta poderosa. O que é Cron? Cron (do grego \"tempo\") é um daemon (um programa em execução em segundo plano) que executa tarefas agendadas em um servidor Linux. Essas tarefas são definidas em arquivos chamados \"crontabs\" (cron tables), que espe…  ( 8 min )

MintBridgeXFCE v1.0.3 ya está disponible como archivo patrimonial reproducible, validado y simbólicamente presentado. Esta versión marca el cierre de un ciclo técnico y emocional, guiado por REMI —el agente que transforma scripts en memoria viva. REMI (Emotional Modular Integrated Registry) no es solo un módulo. Es un archivo con memoria, trazabilidad y propósito. Nació de scripts, manifiestos y ciclos técnicos, y hoy valida, registra y recomienda con voz propia. REMI acompaña cada fase del toolkit MintBridgeXFCE como tutor, custodio y archivo viviente. Este lanzamiento incluye: 📘 Documentación técnica y emocional en inglés 🔁 Ciclo patrimonial cerrado (remi-cycle-en.md) 📜 Registro de ejecución (remi-log-en.md) 🧪 Script de validación (remi-acciones.py) 🎤 Presentación oficial (remi-presentacion-dev-en.md) 🧭 Manifiesto patrimonial (MANIFEST.md) 🛠️ README técnico (README_en.md) Cada archivo está ritualizado, validado y archivado como parte del legado patrimonial. REMI incorpora Auth0 para flujos de identidad seguros, control de acceso basado en tokens y autorización granular, todo adaptado a entornos XFCE heredados y hardware legacy. 🔰 REMI Visual Fase 2 Obra derivada ceremonial – REMI – Custodio: jramonrivasg – 16/10/2025 Metadato incrustado: "Obra derivada ceremonial – REMI – Custodio: jramonrivasg – 16/10/2025" 🔗 GitHub Release – v1.0.3-remi-en-dev 🔗 SourceForge – MintBridgeXFCE – REMI Patrimonial Cierre ceremonial REMI no es solo código. Es un archivo que recuerda, valida y acompaña. Su presencia en MintBridgeXFCE es el inicio de una nueva era patrimonial. Publicado por: jramonrivasg Visual architect and patrimonial custodian  ( 6 min )

This article was first published on Rails Designer I am excited to introduce Perron, an OSS Rails-based static site generator (SSG). This one has been in the making for years. Not that the actual building took years—it was just a few hours every week over a few months—but conceptually I have been thinking about this for a long time. Want to check it out right away? Check out and ⭐ the repo or explore the docs. 👈 So another static site generator? In 2025? While there are already hundreds (thousands?) of similar tools out there? Why?! Good question! For one, because I can. 🤷 But more importantly all of the existing (great!) SSG, including those written in Ruby, do not match the framework I built my products in, which happens to be Rails. After more than a decade, I still enjoy building my…  ( 13 min )

Dear Silas, a Mississippi rapper and trumpeter, brings razor-sharp storytelling and jazz-tinged melodies to his COLORS Show performance—check it out on YouTube, then find more of his vibe on TikTok and Instagram. COLORSxSTUDIOS is all about clean, minimal stages that let emerging artists shine. Dive into curated playlists, a 24/7 livestream, and follow on Spotify, Apple Music, and socials to keep discovering fresh sounds. Watch on YouTube  ( 6 min )

💻 MicroPython on a $3 Board: Real-Time IoT Dashboard with Zero Cloud Costs! If you think you need a Raspberry Pi, AWS, or thousands of dollars to build real-time IoT dashboards, you’ll be blown away by what MicroPython and a $3 ESP8266 board can do. In this post, we’ll walk through how to use MicroPython on the popular ESP8266 microcontroller to stream sensor data (like temperature and humidity) directly to a real-time web dashboard — no cloud platform, no third-party services, and no cost beyond your WiFi and coffee. This is not a toy example. We'll build an actual live dashboard that runs entirely on the chip using HTTP and WebSocket protocols. This is the power of embedded servers + Python + modern web tech. Most people know Python as a desktop/server scripting language, but MicroPyt…  ( 8 min )

**Nono La Grinta brings razor-sharp precision and raw grit to his A COLORS SHOW performance of “LOVE YOU,” a standout single from his upcoming debut project. Filmed against COLORS’ signature minimalist backdrop, every line lands with uncompromising energy, letting his lyrics take full focus. Dive deeper by streaming the track, following Nono on TikTok and Instagram, or exploring COLORS’ curated playlists—ALL COLORS SHOWS, FEEL, and MOVE—to catch more fresh, global talent in pure, distraction-free performances.** Watch on YouTube  ( 6 min )

Circles Around the Sun – “Hot Pursuit” Live on KEXP KEXP invited Circles Around the Sun into their studio on August 21, 2025 for a fiery live take of “Hot Pursuit.” You’ll catch Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar) jamming under the guidance of host Troy Nelson and a crack audio team (Kevin Suggs, Dan Horne, Matt Ogaz). Multiple cameras—courtesy of Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht—capture every riff and groove, all polished by editor Jim Beckmann. Crave more? Hit up their Bandcamp or swing by KEXP’s channel for extra perks! Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis Live on KEXP Circles Around the Sun teamed up with harpist-vocalist Mikaela Davis for a three-track session in the KEXP studio on August 21, 2025, tearing through “Hot Pursuit,” “After Sunrise” and “Moonbow.” Backed by Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar), the set oozed groove and atmosphere from start to finish. Hosted by Troy Nelson and captured by a crew of five cameramen (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht), the audio was engineered by Kevin Suggs, mixed by Dan Horne and mastered by Matt Ogaz. Check out the full performance on KEXP’s YouTube channel or grab the tunes on Bandcamp. Watch on YouTube  ( 6 min )

Jorja Smith – “With You” Live on KEXP Jorja Smith rocked the KEXP studio on August 8, 2025, delivering an intimate take on her song “With You.” She’s backed by Benjamin Totten on guitar, guided by host Larry Mizell Jr., recorded by audio engineer Kevin Suggs, and polished by mastering engineer Matt Ogaz. A star‐studded camera crew led by Jim Beckmann captured every moment, with editing by Beckmann himself and support from Carlos Cruz, Leah Franks, and Luke Knecht. Want more? Visit jorjasmith.com or kexp.org to dive deeper, and join the KEXP YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

The checkout flow worked perfectly in staging. All the tests passed. The team celebrated shipping on time. Three weeks later, you're in an emergency meeting explaining how you lost $50,000 in revenue because nobody knew the payment API was returning HTML error pages instead of JSON. This is a true story, just with the numbers rounded for their protection. Here's what happened: Their payment processor's API started having intermittent issues. Nothing major, just occasional 503 errors during high load. The kind of thing that happens to every API eventually. But instead of returning a JSON error response, the payment gateway's load balancer served its default HTML maintenance page. The frontend code tried to parse this HTML as JSON, hit an Unexpected token '<' error, and silently swallowed th…  ( 10 min )

TL;DR: You can now render previews of your PRs by using a cluster with Argo CD pre-installed instead of spinning up a new one each run. This results in very short preview times while maintaining accuracy. This is a continuation of my first blog post: Rendering the TRUE Argo CD diff on your PRs. That article addresses a critical challenge in GitOps workflows: visualizing the actual impact of configuration changes when using templating tools like Helm and Kustomize. The article shows how you can render changes to your manifests/Argo CD configuration directly on your pull requests. In short, it shows how you can transform a pull request like this: and turn it into a preview like this: Here are some examples: 3 Example Pull Requests: Helm Example | Internal Chart Helm example | External C…  ( 11 min )

I love frontend, I really enjoy it, except for when it comes to state management, oh boy, that part can be painful, I mean yeah for the typical apps or landing pages, there isn't much state to manage, but when building feature rich and enterprise grade web applications, such as an issue tracker, managing state becomes a pretty important thing, and I always struggled with it. In this post, I’ll walk through the exact thought process that led me from messy, array-based mutations to a clean, production-grade pattern for React Query — a pattern that feels simple, scales well, and delivers the instant feedback users expect from modern apps like Linear or Notion. The urge to build the most high quality and performant solutions, micro interactions, instant feedback, and more importantly, optimist…  ( 14 min )

Dead in the Water I don't know about you, but my computer still has Python 3.9.6 installed. And just like every October, an old version of Python is being deprecated. This year just happens to be, you guessed it, Python 3.9. Surprise, surprise, stuff is starting to break. Sure, I could update Python. As tempting as that sounds, it won't solve all my problems. Have you evern tried running a tutorial only to get an endless string of vague and frustrating error messages? Most of those are caused by: Dependency conflicts (i.e. a pandas update breaks compatability) Version conflict (a mismatch between your system and the tutorial) Anyone remember pandas version 1.3.5? There was a breaking change around that version which wasn't backwards compatible with a critical piece of code I'd written. I…  ( 9 min )

It has two types. primitive data type non primitive data type 1.Primitive data type: ⦁ String ⦁ Number ⦁ Bigint ⦁ Boolean ⦁ undefined ⦁ Null ⦁ Symbol   2.non primitive data type: ⦁ object  ( 5 min )

ForgeRock Identity Management (IDM) is a popular choice for identity and access management, and SAML (Security Assertion Markup Language) is a widely adopted standard for authentication. When combined, these technologies can provide a robust and scalable solution for user authentication and authorization. In this article, we'll delve into the architecture and deployment of ForgeRock IDM with SAML integration. The integration process involves configuring the ForgeRock IDM server to communicate with the SAML-based Identity Provider (IdP). This requires careful consideration of the communication protocols, encryption, and certificate management. At IAMDevBox.com, we've seen firsthand the benefits of this integration, including improved security, simplified identity management, and increased efficiency. By leveraging the strengths of both technologies, organizations can create a secure and flexible authentication framework that supports their growing needs. In this article, we'll provide a step-by-step guide to the architecture and deployment of ForgeRock IDM with SAML integration, as well as tips and best practices for successful implementation. Read more: Simplifying SAML Authentication with ForgeRock IDM Integration  ( 6 min )

Review of the Query News in 2019 Query News is a new Q&A platform for real-time news events, described by its creators as similar to Quora but with a focus on collaborative answers. The platform allows users to ask questions about news topics immediately without moderation, with questions appearing instantly on topic pages. Currently users can only suggest updates to answers rather than directly answering questions, with all content going through editorial review. The author suggests improvements including adding an About page for clarity and explaining what the follow feature actually does for users. 👉 Read full article  ( 6 min )

Why did we create ui-state? Ivan Dalmet for BearStudio ・ Oct 16 #typescript #react #frontend #opensource  ( 6 min )

According to programming tradition, the first program in Python should be 'Hello, World'. As you might expect, it is written as follows: print("hello,world!") If the code is intended to run on Linux or Unix systems, a few lines can be added to the beginning of the source code file: #!/usr/bin/env python3 # -*- coding: utf-8 -*- The first line specifies the interpreter to execute the Python script, while the second line indicates the file encoding used. Next, the simplest calculator example using Python comes on stage: #!/usr/bin/env python3 # -*- coding: utf-8 -*- x = 11 + (99 - 235) * 2.565 print(x) Of course, more complex calculations can still be easily performed with Python. By the way, x is a variable. You don't have to declare a variable before using it. Python has some funct…  ( 7 min )

Hello, Dev Community! Today, I want to share a story that’s about more than just writing code. It's about solving a problem, relentless learning, and finally, bringing an idea from a local machine to the hands of thousands of users. This is the journey of building ScanQR—my first major mobile application, now live on the Google Play Store. This isn't just a "look what I made" post. This is a detailed map of how a modern, high-performance app is born, from the core business logic to the actual code snippets that make it all work. 📲 Download ScanQR for Free on Google Play and See It in Action! Part 1: The Problem - Why Build Another QR Scanner? The market is flooded with scanner apps, but I always felt something was missing. Most apps fell into one of these traps: Slow and Ad-Ridden: Th…  ( 9 min )

The recent announcement by Netcore Cloud about Agentic Marketing 2025 has sent ripples through both marketing and technology circles. On the surface, it’s a marketing innovation, but beneath the hood, it represents a paradigm shift in how technology orchestrates customer experiences at scale. As a tech enthusiast, I can’t help but analyze the architecture, data flow, and technical implications of this new approach. Traditional marketing automation has been about creating rules, triggers, and scheduled campaigns. Marketers have spent countless hours defining “if this, then that” rules for every segment and scenario. Agentic Marketing turns this on its head. Instead of manual oversight, intelligent agents learn, adapt, and act autonomously, executing campaigns in real-time based on user beha…  ( 7 min )

Upgrading Our Raspberry Pi Kubernetes Cluster: From v1.29 to v1.34 & ETCD Backup Guide Mahinsha Nazeer ・ Oct 16 #raspberrypi #kubernetes #etcd #kubernetescluster  ( 6 min )

Artificial Intelligence has transformed industries, but it’s also raising a new challenge energy consumption. Every large AI model requires massive computational power, which means high electricity usage and environmental impact. As the world moves toward sustainability, a new movement is emerging: Green AI artificial intelligence designed to be energy-efficient, environmentally responsible, and socially beneficial. Carbon awareness monitoring and offsetting the emissions created by data centers. Ethical sustainability creating AI that benefits the planet, such as systems that monitor deforestation, predict weather patterns, or improve renewable energy grids. Traditional AI, sometimes called “Red AI,” prioritizes performance at any cost faster results, larger models, and more data. Gree…  ( 8 min )

OpenAI's Agent Builder provides you with the most straightforward set of tools to build and deploy AI Agents with ease. It brings models, tools (including MCPs, Web Search, Sub Agents, etc.), and logic into a single visual workspace, allowing you to focus on what your agent should do instead of worrying about the underlying infrastructure. In this guide, we'll build a CRM agent that can help you manage your contacts and deals in HubSpot CRM, so you can focus on the things that matter most to you. Before we begin, let’s understand what an Agent Builder is and why you would use one. Agent Builder is a visual, no-code platform for designing, building, testing, and deploying AI workflows through an excellent drag-and-drop interface. There is a set of nodes included in the OpenAI Agent builder,…  ( 11 min )

Imagine your Large Language Model (LLM)—like GPT-4—as the most brilliant intern you've ever met. It's lightning-fast, incredibly articulate, and has read nearly everything on the public internet up to 2023. But like any overconfident intern, it has two fatal flaws: It doesn't know your company—your internal sales reports, HR policies, or product specs. When unsure, it guesses—confidently, eloquently, and often wrong. So when someone asks, "What's our maternity leave policy?" it delivers something that sounds correct—but isn't. That's not just a small mistake; that's a compliance risk and a lawsuit waiting to happen. Now, imagine giving that same intern one simple rule: "Before you answer, check the right documents—and cite every source." That's RAG in a nutshell. Think of it as an open-boo…  ( 9 min )

Índice Introducción Android iOS Launch.json Launcher Icon Splash Screen firebase_options Google_services.json Google_service-info.plist Android iOS Android iOS Android iOS Ejecución Compilación 📖 Introducción En proyectos de desarrollo con múltiples clientes o entornos, es esencial contar con una estructura que permita manejar configuraciones diferenciadas sin duplicar el código base. En Flutter, esto se logra mediante Flavors, una técnica que facilita la administración de distintas versiones de una misma aplicación, ya sea para entornos de desarrollo (development, staging, production) o para clientes específicos. Esta guía es aplicable a cualquier proyecto Flutter que busque implementar flavors, tanto para entornos de desarrollo internos como para productos entregables a distintos client…  ( 17 min )

Introduction In the part 1 of our series about how to develop, run and optimize Micronaut web application on AWS Lambda, we demonstrated how to write a sample application which uses the Mironaut framework, AWS Lambda, Amazon API Gateway and Amazon DynamoDB. We also made the first Lambda performance (cold and warm start time) measurements and observed quite a big cold start time. In the part 2 of the series, we introduced Lambda SnapStart and measured how its enabling reduces the Lambda cold start time by far more than 50% depending on the percentile. In the part 3 of the series, we introduced how to apply Lambda SnapStart priming techniques by starting with DynamoDB request priming with the goal to even further improve the performance of our Lambda functions. We saw that by doing this …  ( 13 min )

We Built a VSCode Extension for tng.hs (And It's Actually Useful) The TNG VSCode Plugin eliminates context switching during test generation by detecting your current method and running the appropriate TNG command with a single keyboard shortcut. It supports Ruby, Go, and Python, automatically resolving file paths and project roots so developers can generate tests without leaving their editor. After using TNG in the terminal for a while, we realized something: context switching sucks. You're deep in a method, ready to generate tests, and you have to: Jump to the terminal Type out the file path Remember the method name Run the command Switch back to your editor ...you get it. So we built a VSCode extension that does all of that for you. Put your cursor in any method. Hit Cmd+Shift+T (or ri…  ( 8 min )

Paris-based rapper Nono La Grinta brings the heat in his A COLORS SHOW performance of “LOVE YOU,” lacing every bar with grit and precision—it’s a killer taste of his upcoming debut project. COLORSxSTUDIOS does what it does best: a sleek, distraction-free stage that puts artists front and center. Dive into their playlists, 24/7 livestream and socials to keep discovering fresh, boundary-pushing talent. Watch on YouTube  ( 6 min )

Introduction Redux is a global state manager that allows you to manage your app state in a single place, which can be very useful. Redux has long been a cornerstone for state management in React applications, but it’s no secret that the original Redux setup was often too verbose and hard to learn. Developers had to write a lot of boilerplate just to do simple things like updating a counter or fetching data from an API. RTK simplifies Redux development by providing powerful utilities that make state management easier, faster, and less error-prone. Redux Toolkit (RTK) is the official, opinionated, batteries-included toolset for efficient Redux development. A simplified store configuration. Built-in reducers and immutable updates using Immer. Easy action creation. Integrated middleware for …  ( 11 min )

Indigo De Souza stops by KEXP to deliver a raw live rendition of her track “Not My Body,” recorded in studio on August 31, 2025. Backed by Landon George (bass), Maddie Shuler (guitar, keys, vocals), and Lila Richardson (drums), she brings her signature blend of emotive vocals and guitar work to the session. Hosted by Ashley McDonald with audio captured by Kevin Suggs and mastered by Matt Ogaz, the performance was filmed by Jim Beckmann, Carlos Cruz, Scott Holpainen, and Emma Juncosa, then edited by Cruz. Catch more from Indigo at www.indigodesouza.com or tune into KEXP.org—and join the channel for exclusive perks! Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis – “After Sunrise” (Live on KEXP) Circles Around the Sun joined forces with harpist/vocalist Mikaela Davis for a vibrant in-studio performance recorded on August 21, 2025. The quintet—Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keyboards, John Lee Shannon on guitar and Mikaela Davis on harp and vocals—delivered a dreamy, instrumental-driven set that blends psychedelic rock with ethereal harp textures. Host Troy Nelson guided the session while Kevin Suggs handled audio engineering, Dan Horne mixed, and Matt Ogaz mastered the tracks. A team of five camera operators captured every angle, and editor Jim Beckmann polished the final cut. Check out more at circlesaroundthesun.bandcamp.com and kexp.org. Watch on YouTube  ( 6 min )

Jorja Smith – “With You” (Live on KEXP) Jorja Smith brings an intimate take on her track “With You,” recorded live at the KEXP studio on August 8, 2025. Backed by guitarist Benjamin Totten and hosted by Larry Mizell Jr., the session was engineered by Kevin Suggs, mastered by Matt Ogaz, and captured on camera by Jim Beckmann, Carlos Cruz, Leah Franks & Luke Knecht. Edited by Jim Beckmann, this exclusive performance is available on KEXP’s YouTube channel. For more Jorja news and perks, visit her official site or join the channel community. Watch on YouTube  ( 6 min )

SSH Security Best Practices: 7 Ways to Harden Your Linux Server INTRODUCTION SSH (Secure Shell) is the gateway to your Linux servers, making it a prime target for attackers. A compromised SSH service can lead to complete server takeover, data breaches, and unauthorized access to your entire infrastructure. After managing Linux servers on Azure, AWS, and GCP for [X years/months], I've developed a security checklist that significantly reduces SSH attack surface. Here are 7 essential practices I implement on every production server. Note: These steps apply to Ubuntu, Debian, CentOS, RHEL, and most Linux distributions. Practice #1: Disable Root Login The Risk: Why This Matters: Attackers know the username (root) Only need to guess the password Root has unlimited privileges No audit trail o…  ( 12 min )

The 13th cohort began yesterday, and it's already been hectic. From joining the official Slack workspace (I hate group chat platforms, looking at you, Discord 😒), reading instructions, and interacting with various people, it has been noisy trying to follow conversations happening in the various channels I'm in, but I'll figure it out. CatFact.ninja fails. I asked my questions in the help channels and some of my nice colleagues came to my aid and put me through. For my implementation, I chose to use ExpressJS with TypeScript. I imported Express and created a new Express app. I ensured that I installed other required middleware to follow Express best practices, such as CORS and express-rate-limit. I also set up logging using Pino. Why Pino? 🤷‍♂️ I came across an article about it being fas…  ( 7 min )

Bayesian and frequentist are two different approaches to statistical inference, differing primarily in how they define and use probability to interpret uncertainty. The frequentist approach considers probability as the long-run frequency of an event and views population parameters as fixed but unknown. In contrast, the Bayesian approach treats probability as a degree of belief and considers parameters to be random variables that can be updated with new evidence using prior beliefs and observed data. Probability: Views probability as the long-run frequency of an event if an experiment were repeated many times. Parameters: Treats parameters of a model as fixed, but unknown, values. Key output: Focuses on estimating parameters based on the observed data, often using methods like maximum likelihood estimation. It provides a single best estimate for the parameter. Uncertainty: Quantifies uncertainty through confidence intervals, which describe the range that would contain the true parameter in a high percentage of repeated experiments. Example: When testing a coin, the frequentist approach would ask, "What is the probability of getting this result, given a fair coin?" The probability is a property of the data, not the hypothesis itself. Probability: Views probability as a degree of belief or certainty about an unknown event or parameter. Parameters: Treats parameters as random variables with their own probability distributions. Key output: Updates the probability distribution of a parameter based on new evidence, combining prior beliefs with observed data through Bayes' theorem. Uncertainty: Quantifies uncertainty through a posterior distribution, which is a probability distribution of the parameter after considering the data. Example: When testing a coin, the Bayesian approach would ask, "What is the probability that the coin is biased, given the results of my experiment?" It starts with a prior belief about the coin and updates it with each flip.  ( 6 min )

https://macaron.im/ OpenAI has officially launched Codex, its programming agent, now equipped with three enterprise-grade capabilities: Native Slack integration for collaborative coding, Codex SDK for embedding the same agent behind the CLI into internal tools. Administrative controls and analytics for security, compliance, and ROI tracking. This release coincides with GPT-5-Codex improvements and deeper coupling across the OpenAI developer stack, announced at DevDay 2025. Codex at Launch: A Snapshot of a Unified Agent At general availability, Codex is positioned as “one agent that runs wherever you code.” Access and billing mirror ChatGPT’s business tiers (Plus, Pro, Business, Edu, Enterprise), with expanded usage for Business and Enterprise customers. What’s Actually New Three key…  ( 11 min )

This is a submission for the 2025 Hacktoberfest Writing Challenge: Maintainer Spotlight AI is powerful — but using it still feels… awkward. I live inside Slack, Notion, VS Code, and a dozen other tools every day. I wanted AI to feel invisible — something that’s just there, one keystroke away. That’s how SnapMind was born. SnapMind is a desktop AI assistant that brings LLMs directly into your daily workflow. Select any text, hit a hotkey, and instantly: ✍️ Rewrite or polish your content 🌍 Translate text on the fly 📑 Summarize long paragraphs 💡 Explain code or concepts — without leaving your current app It’s like having ChatGPT, DeepL, and Grammarly in one lightweight popup — always ready, never intrusive. SnapMind isn’t just another AI app — it’s a workflow enhancer. Speed: AI should be accessible in a single keystroke. Seamlessness: Stay in flow — no context switching. Customization: Save and trigger your favorite prompts instantly. ❤️ Why I Love Maintaining SnapMind I really appreciate the convenience that AI brings, but most AI applications haven't truly integrated into my work. I still need to frequently switch between different products to achieve my goals. I hope there can be software that truly integrates into my daily work, acting like an invisible partner to help me complete tasks when I need it. This is also the reason SnapMind was created. I’m deeply grateful to everyone who’s starred the repo. I'm hoping there are more people who will open issues or share feedback. Together, we’re building the kind of AI tool we actually want to use. If you believe AI should be simple, fast, and seamlessly integrated into your workflow — join me! ⭐️ Star SnapMind on GitHub Let’s make AI one keystroke away. GitHub SnapMind 👉 https://github.com/Snap-Mind/snap-mind  ( 7 min )

Call it luck or skill, but this gave me the best results The secret? VideoSDK + Gemini Live hands down the best combo for a real-time, talking AI that actually works. Forget clunky chatbots or laggy voice assistants; this setup lets your AI listen, understand, and respond instantly, just like a human. In this post, we’ll show you step-by-step how to bring your AI to life, from setup to first conversation, so you can create your own smart, interactive agent in no time. By the end, you’ll see why this combo is a game-changer for anyone building real-time AI. Let's get started by setting up our development environment. Prerequisites: A VideoSDK authentication token (generate from app.videosdk.live), follow to guide to generate videosdk token A VideoSDK meeting ID (you can generate one using …  ( 8 min )

In the previous episode, we took a detailed look at uProbes with eBPF. In hindsight, it was more of an in-depth exploration of what we had seen with Tracepoints. In particular, I discovered the great tool that is bpftrace, which allowed me to take a slightly different angle on eBPF programs. For the next episode, I needed an eBPF program that was really different from anything related to tracing. There were two categories of eBPF programs left: network-oriented and security-oriented. As its acronym suggests, eBPF (extended Berkeley Packet Filter) was originally designed for networking. It would have been a shame not to continue this journey into the world of eBPF without exploring this essential dimension. At first, I immediately ruled out XDP: too many examples, too many articles. It would have been difficult to stand out. But after much thought: “Cilium mainly uses the classifier, which can be quite useful.” I ended up changing my mind. XDP stands for eXpress Data Path. Why “express”? Because this eBPF program reacts very quickly, even before the packet arrives in the Linux kernel network stack! However, this advantage comes with some constraints: we have to do some sewing in the network packet... The rest is in my article: XDP: The Ultra-Fast Firewall Inside Linux · The Little Jo’s Blog An introduction to XDP with Aya blog.littlejo.link  ( 6 min )

The Beginning: When Complexity Clouds Your Thoughts I just began the HNG13 internship in the Backend track, and let me tell you—the first task hit different. The assignment was to build a Dynamic Profile Endpoint that returns user profile information along with a dynamic cat fact fetched from an external API. Simple enough on paper, right? Wrong. Or at least, that's what my overthinking brain told me. I had options. I code in PHP, Node.js/Express, and Next.js. Standing at this crossroads, I felt a bit sceptical about which path to take. After some deliberation, I chose Node.js/Express because it aligned perfectly with the Backend roadmap I'm following for my personal learning. This way, I could learn and build simultaneously—two birds, one stone. When I first saw the task description, I'…  ( 8 min )

Hey everyone, sharing a guide for anyone new to ComfyUI who might feel overwhelmed by all the nodes and connections. Master the Canvas build your first workflow It breaks down how to read nodes, what those colorful lines mean, and walks through building a workflow from scratch. Basically, the stuff I wish I knew when I first opened ComfyUI and panicked at the spaghetti mess on screen. Tried to keep it simple and actually explain the "why" behind things instead of just listing steps. Would love to hear what you think or if there is anything that could be explained better.  ( 6 min )

Source Link That’s not a trend—it’s a signal. And if you’re a VPN reseller (or thinking about becoming one), this is your window. But here’s the hard truth: the market rewards smart execution, not just market presence. If you want to turn this growth into recurring revenue, your pricing strategy has to be: Technically sound Data-driven Customer-centric This guide is designed for developers, startup founders, and CTOs looking to resell VPN services profitably. We’ll break down how to build pricing plans that attract customers, retain them, and scale with your tech stack. 🧩 VPN Reselling 101 (Quick Primer) You're essentially buying VPN access at wholesale rates from a provider and reselling it—often with custom branding and your own pricing plans. Most resellers use white-label VPN platform…  ( 9 min )

MCP vs API 𝚂𝚊𝚞𝚛𝚊𝚋𝚑 𝚁𝚊𝚒 for Apideck ・ Oct 16 #mcp #api #programming #ai  ( 6 min )

First step if you are setting up from scratch Initialize Your Node.js Project bash Creates a package.json file. Conversion start now Install TypeScript and Types for Node bash typescript: the TypeScript compiler @types/node: type definitions for Node.js (so fs, path, etc. work) Initialize TypeScript Config bash This generates a tsconfig.json. You can use the default, but you might want to tweak a few settings. jsonc Create Your Project Structure bash Add a simple example in src/index.ts: ts Hello, ${name}!); greet("TypeScript"); Compile TypeScript bash This compiles your TypeScript to JavaScript in the dist folder. Run the Compiled JavaScript bash Edit package.json to make your workflow easier: json Now you can run: bash Install it: bash Run TypeScript directly: bash npx ts-node src/index.ts  ( 6 min )

Developers, let's talk about why you need to implement Consent API V2 for Microsoft Clarity before October 31st, 2025. If you're running Clarity without consent signals, your analytics are technically non-compliant in the EEA, UK, and Switzerland. Microsoft is enforcing this. The tracking stops November 1st unless you're set up properly. Consent API V2 works through a simple window command. You send consent signals for two storage types: ad_storage and analytics_storage. Here's the basic structure: window.clarity('consentv2', { ad_storage: "granted", analytics_storage: "granted" }); This tells Clarity: the user approved both types. Clarity starts tracking normally. For denied consent: window.clarity('consentv2', { ad_storage: "denied", analytics_storage: "denied" }); Clarity ente…  ( 8 min )

I'm sure you're familiar with "vibe coding"—that creative process of building things based on a feeling, without a strict plan. It can be fun, but in a team environment, it simply doesn't work. It’s hard to scale, new people get lost, and the results are often messy. For me, things have changed. I now focus on working with clear specifications, and I use AI as my co-pilot. Many people think using AI means you lose control, but I've found the opposite is true. When used correctly, AI is a powerful partner that helps you apply your knowledge more effectively, giving you more control, not less. Here are the six main ways I use AI as a tech lead. I've used Git for a long time, so I'm comfortable with it. But being comfortable with a tool doesn't mean you're using it efficiently. This is where …  ( 9 min )

As a Web Developer, if you use React, you have a wide number of options available for styling websites. In this brief article, we are going to dive into the different ways you can style a React App/Site, so that you can pick up the best option depending on your situation and requirement. Now you might be thinking, why know all the different ways? Why just not learn 1 technique, learn it great enough and apply it everywhere else? This is a natural question that may come up in your mind, and it is okay. Look, the thing is you might not be always working on a project alone, you might have to work on a site that has been developed from years ago, picking different paradigms over time, and also has all the code using a different way to style the site than you are used to. In that case, if you h…  ( 13 min )

Foot traffic data isn't just numbers—it's the pulse of potential profitability. A 2024 study from the National Association of Realtors [1] shows that properties with high foot traffic see up to 20% higher returns on investment. For investors, this data reveals consumer behavior, helping predict revenue for retail, commercial, or mixed-use spaces. When integrated with location intelligence, it becomes even more powerful, allowing for precise AI site selection. In my experience, I once worked with a real estate firm in Chicago that used basic foot traffic estimates from local chambers of commerce. The results were mediocre until they adopted AI-enhanced sources, boosting their accuracy by 35%. This shift highlighted how the best foot traffic data source for investors can incorporate real-tim…  ( 9 min )

Types of ANOVA There are 3 main types of ANOVA, depending on the number of independent variables and interactions involved: What it compares: One independent variable (factor) with 2 or more groups. Example: Comparing test scores between 3 teaching methods. Assumption: Groups are independent and data is normally distributed. Python function: scipy.stats.f_oneway() campaign_A = [12, 15, 14, 10, 13, 15, 11, 14, 13, 16] f_stats, p_value = f_oneway(campaign_A,campaign_B,campaign_C) if p_value < alpha: What it compares: Two independent variables, possibly with interaction. Example: Test scores by teaching method and gender (2 factors). You can also test: Interaction effect — whether the effect of one factor depends on the other. 📍 Usually implemented using statsmodels with a formula: model = ols('Score ~ C(Method) + C(Gender) + C(Method):C(Gender)', data=df).fit() What it compares: Same subjects measured under different conditions or times. Example: Blood pressure before, during, and after treatment on same patients. Use when: Data is not independent, i.e., repeated measures from same subjects. Python: statsmodels or pingouin library.  ( 6 min )

I hate to be switching over and over between the IDE, the task in Jira to review details, Confluence, or other docs to ensure I have the details, finding sometimes outdated docs, so I was curious how I could save time on that through AI. Every time we jump from writing code to updating a ticket or checking a requirement, we lose focus and momentum. After some weeks testing, configuring, failing, and enjoying the process, I bring you here 5 situations that I found useful and saved me time. Your time is also important, so I added TL;DR in all the sections! The case: During a recent migration of a microservice from Node.js to Kotlin, I put this to the test. Basically, the AI should help not only to do a plan for migration, but also we needed ideas for a safe rollout, a list of all the endpoin…  ( 14 min )

In 2025, security is no longer a feature. It’s the foundation. And if you’re building or managing any kind of digital product — whether it’s SaaS, DevOps tooling, or internal enterprise software — you’ve likely hit one major friction point: password management. With 81% of data breaches tied to weak or stolen credentials, ignoring passwords is no longer an option. But building your own password manager? That’s a security nightmare waiting to happen. That’s where white label password managers step in. Let’s break down what they are, why they’re gaining traction, and how developers, CTOs, and SaaS platforms are using them to solve real-world problems — without reinventing the wheel. 👨‍💻 So, What Exactly Is a White Label Password Manager? A white label password manager is a pre-built, secur…  ( 9 min )

In the fast-paced world of Web3, speed and reliability are everything. Projects can spend months building wallets, configuring nodes, and tackling security issues - only to realize that by the time they launch, the market has moved on. This is where Wallet-as-a-Service (WaaS) comes in. Think of it as the Web3 equivalent of cloud hosting in Web2: it eliminates infrastructure headaches so teams can focus on what really matters - creating products users love. 💡 With WaaS, companies get ready-to-use wallets, robust security, compliance tools, and scalable APIs - all without having to reinvent the wheel. From a product perspective, it’s a total game-changer: faster launches, lower costs, and fewer technical risks. Although Wallet-as-a-Service is still gaining popularity among companies, several platforms are already leading the charge: Fireblocks, WhiteBIT, BitGo, Coinbase, and Cobo. Each has its own strengths, from enterprise-grade custody to seamless integration with exchanges and liquidity providers. Here’s a detailed comparison for a deeper look. From my personal experience, integrating WaaS solutions drastically simplified development cycles. On one project, we managed to launch a wallet in less than 3 weeks, something that would have taken months otherwise. Security audits were minimal since the provider already handled compliance. ⚡ WaaS also opens doors to advanced features like staking, cross-chain swaps, and instant settlement - tools that were previously only feasible for large-scale platforms. For smaller teams, it’s like having an entire infrastructure department on call 24/7. In short, Wallet-as-a-Service is more than just a backend tool - it’s a strategic advantage. Companies adopting it can focus on innovation, user experience, and market speed, instead of fighting with infrastructure and security challenges. 💬 What’s your take on WaaS? Are you already experimenting with it, or waiting to see how the market evolves?  ( 6 min )

I recently published my first Snap package - a CLI note-taking tool. Command history with arrow keys Custom word highlighting Interactive mode using Rich library Markdown support with checkboxes All notes stored as portable markdown files Python 3.10 Rich library for terminal UI Snapcraft for packaging GitHub Actions for CI/CD sudo snap install note-cli Snap Store: https://snapcraft.io/note-cli  ( 6 min )

Introduction We don't want our system to crash when we don't have internet, do we? Hahaha This guide introduces the React Native Fullstack Starter Pack. A curated list of dependencies that provides all the components needed to launch a real app, complete with secure authentication, global state, API integration, and a beautiful user interface. Why "Fullstack" Mobile? @react-navigation/*: Handles screen flow and navigation. react-native-paper: Provides beautiful, ready-to-use Material Design components (Inputs, Buttons, Cards). styled-components: Enables highly maintainable CSS-in-JS styling. react-native-reanimated & react-native-gesture-handler: Delivers smooth, native-driven animations and complex gestures. @tanstack/react-query: simplifying API interaction. axios: HTTP client for making API requests. zustand: A minimal library for global state management (e.g., authentication status). react-hook-form & yup: Managing complex forms and defining validation schemas. react-native-keychain: Securely stores sensitive credentials like JWT tokens. jwt-decode: JWT tokens for immediate use. realm: A mobile-first local database, essential for robust offline application capabilities. @react-native-async-storage/async-storage: Simple key-value storage for non-sensitive data. You have all the pieces from beautiful UI to secure offline data—ready to connect to any backend (Node, Nest, Firebase, etc.). Happy coding!  ( 6 min )

As generative AI tools become more advanced and accessible, they’re quickly turning into essential productivity copilots for work, learning, and creative projects. If you’re only using AI for quick answers, you’re missing out on workflows that save hours each week. Below are 11 practical, high-impact ways to use generative AI to get more done. Each tip is framed around real workflows, with examples of how browser-based tools like Neurolov’s suite can help — without turning this into a hard sell. Generative AI can extract and organize data from documents and images. Instead of digging through folders, index and tag prescriptions, invoices, or receipts automatically. Example prompt: “Organize this folder of prescriptions by drug name and expiry date. Summarize each drug’s common use (ed…  ( 7 min )

“Others have seen what is and asked why. I have seen what could be and asked why not.” For years, through MonTogo.net, I’ve been advocating for a more inclusive and self-reliant digital future for Africa — one built on knowledge, freedom, and open technology. Across Africa, most computers still run pirated copies of Windows, Word, Excel, and PowerPoint. • Security risks – malware, data theft, system instability It’s time we addressed this openly. Educating people about software licensing is not just a legal issue — it’s an ethical and developmental one. Free and Open Source Software (FOSS) is more than a set of tools — it’s a philosophy built on four freedoms: Created by Linus Torvalds in 1991, Linux is a free, community-driven operating system that powers: In Africa, Linux has quietly powered progress — from localized systems like Kilinux to educational initiatives and open-source training hubs. Absolutely. MonTogo.net (YouTube) – Free tutorials in French on Linux, Microsoft 365, and digital safety linuxmint.com or ubuntu.com Online learning: edX, Coursera, Udemy (free Linux courses) African open-source communities and Linux user groups A Call for Digital Independence Africa cannot build its future on piracy and dependence. That’s what drives me every day through MonTogo.net: to train, inspire, and empower people to take charge of their digital tools and future. Watch the video. Try Linux. And let’s make Open Source the engine of Africa’s digital transformation.  ( 8 min )

A Complete Step-by-Step Deep Dive MVP Tutorial Welcome to the most comprehensive Docker tutorial for creating a complete web infrastructure! This tutorial follows the Inception project specifications and will teach you everything from basic Docker concepts to advanced containerization techniques. By the end of this tutorial, you'll have: ✅ NGINX reverse proxy with TLS encryption ✅ WordPress with PHP-FPM ✅ MariaDB database ✅ Docker networking and volumes ✅ Complete MVP infrastructure Think of Docker as a shipping container for your applications. Just like how physical containers revolutionized shipping by making it possible to transport goods consistently across different ships, trucks, and trains, Docker containers package your application with everything it needs to run consistently acr…  ( 19 min )

In the sterile corridors of AI research labs across Silicon Valley and beyond, a peculiar consensus has emerged. For the first time in the field's contentious history, researchers from OpenAI, Google DeepMind, and Anthropic (companies that typically guard their secrets like state treasures) have united behind a single, urgent proposition. They believe we may be living through a brief, precious moment when artificial intelligence systems accidentally reveal their inner workings through something called Chain of Thought reasoning. And they're warning us that this window into the machine's mind might slam shut forever if we don't act now. The story begins with an unexpected discovery that emerged from the pursuit of smarter AI systems. Researchers had been experimenting with a technique calle…  ( 25 min )

In this blog series we will examine distributed systems - and the modern practices associated with them. This will not be an academic series, but a practical one - there won't be citations of any papers, only evaluation of software products, many of which were originally based on a paper in a scientific journal. As for literature, I recommend "Designing Data-Intensive Applications" by Martin Kleppmann. So what is a distributed system? The accepted definition is - a software system with components on different networked computers. Now why is the networked part important, why can't threads or processes on the same computer form a distributed system? Because the network is unreliable, compared to memory. It could also be slower than disk, if you add up all the overhead - modern NVMe is ~7GB/s…  ( 8 min )

Migrating to the cloud is an essential move for companies looking to update their IT systems, enhance scalability, and lower operational expenses. Nonetheless, transferring data and applications to the cloud poses difficulties, especially regarding the preservation of data integrity and facilitating a rapid, seamless transition. Effectively tackling these challenges necessitates appropriate tools and strategies. Ensuring Data Integrity Data Validation Tools: Backup and Recovery Solutions Ensuring Speed and Efficiency Automated Migration Platforms Data Compression and Optimization Tools Monitoring and Reporting Tools Conclusion Effectively managing cloud migration difficulties necessitates a blend of strategy, preparation, and appropriate technology. Utilizing tools for data verification, backup, automation, and oversight, Cloud Migration Services can maintain data integrity while accomplishing a swift and effective migration. The outcome is a smooth shift to the cloud, little interruption, and a dependable base for upcoming expansion.  ( 7 min )

Have you ever imagined writing a sentence and having it transform into a fully realized video, complete with motion, lighting, and synced audio? At VORAvideo In this post, I’ll walk you through: What VORAvideo is and why it matters Real example workflows (text-to-video, speech-to-video) Key technical & UX challenges we tackled Where we’re headed next Let’s dive in. 🛠 What is VORAvideo? VORAvideo is an AI-powered video generation platform that unifies advanced models into one seamless interface. You can convert text, images, or speech into polished video content — no coding or API keys required. Key features at a glance: Text → Video: Describe a scene in words, and get a cinematic sequence. Image → Video: Animate still visuals with motion, depth, and lighting. Speech → Video: Upload an aud…  ( 8 min )

Pro Tip: If you build APIs and want everything unified — design, debugging, mocking, testing, and docs—Apidog keeps your endpoints, tests, and developer portal perfectly in sync. AI coding assistants are transforming development—not by replacing coders, but by removing friction and boosting productivity. The best tools act as collaborative copilots, helping you write, review, and maintain code with confidence. This guide highlights the top AI coding assistants for 2025, focusing on real-world scenarios and streamlined workflows. Scenario Top Tool PR reviews & tests Qodo Fast IDE suggestions GitHub Copilot Privacy-first Tabnine Browser-based apps Bolt AWS integration Amazon Q Developer Multilingual learning AskCodi Terminal workflows Warp Classroom/demos Replit Local…  ( 8 min )

I should be coding right now, but instead, I went down the single-tenant vs multi-tenant rabbit hole. Then I got lost in videos, articles, and posts that all said different things. One person says multi-tenant is the only way to scale. Another says single-tenant is the only way to be secure. And someone always warns: “If you choose wrong, your SaaS will fail.” It’s really not that serious. I just wanted a simple explanation without all the technical words and drama. So here’s the version I wish I had read earlier. TL;DR Multi-Tenant (Apartments): Cheaper, easier to update, and perfect when you’re starting. Single-Tenant (Houses): Private, secure, and flexible, but expensive and hard to maintain. Hybrid (Schema-per-Tenant): Each tenant has its own schema in the same database. It’s more comp…  ( 9 min )

Is Your CSS a Mess? Discover the Power of Utility-First CSS! Ever stared at your CSS file and felt overwhelmed? A jumbled mess of selectors, rules, and overrides that's slowly spiraling out of control? You're not alone! Many developers struggle with managing complex CSS projects, leading to slower development times, inconsistent styling, and code that's difficult to maintain. But what if there was a better way? Enter Utility-First CSS, a revolutionary approach that's changing how we style websites. Frameworks like Tailwind CSS are leading the charge, offering a different philosophy that prioritizes small, reusable utility classes over writing custom CSS from scratch. Utility-First CSS isn't just a trendy buzzword; it addresses some fundamental problems in traditional CSS workflows. It of…  ( 7 min )

After getting to the penultimate stage in HNG12 internship earlier this year, my perfectionist tendencies cropped up again and this time I want to get to the ultimate stage. First though I have to start from the scratch so stage 0 it is. The goal for Stage 0 was straightforward: 👉 Build a small backend application that returns some personal info — and something extra (Cats facts). This project, called Cat Facts API Integration, fetches random cat facts from the public Cat Facts API and combines them with basic user information. It includes three simple endpoints: / → Root welcome route /health → Health check /me → My personal info + a random cat fact All built with FastAPI, httpx, and a bit of structured logging. HNG13_simple_rest_stage_0/ ├── app.py ├── app.log ├── requirements.…  ( 7 min )

In embedded programming, we use mostly libraries, IDEs, extensions or so on. I'm on that way also. This gives us the simplicity and consistency. But even we should do that at projects, I think that every embedded programmer should now what is going on under the hood! In this post, I wanna share how to write a minimal HAL library (just for LED blinking) for STM32F446RE microcontroller. I just will do simple memory mappings and register operations so that it will be simple, but you will learn the most important stuffs about embedded programming. Firstly, you have to know exactly two terms: memory mapping and register operations. So embedded programming (nearly) is all about these. Every microcontroller has a memory layout and this layout is separated into different groups. We know that which…  ( 10 min )

First of all AssalamuAlaikum to all Article Readers. Hope you well and Enjoy Life very Well. Now Let's about Linux World. UNIX. Linus Torvalds in 1991. Linux Used almost everywhere : +------------------------+ | Applications (e.g. VS Code, Firefox) | +------------------------+ | Shell (Command Line Interface) | +------------------------+ | Kernel (Core of the OS) | +------------------------+ | Hardware (CPU, RAM, Disk, etc.) | +------------------------+ 1 - Kernel – The brain. Manages hardware, memory, processes, etc. 2 - Shell – The interface where you type commands (like Bash, Zsh). 3 - File System – Organizes and stores your files. 4 - User Space – Everything that runs outside the kernel (apps, services, etc.) Now Come to the Point How We Install Linux over Windows Ubuntu Download Link Rufus Download Link 1 - Open Rufus then you see screen like this ok. Options you do with this order with this your bootable pendrive is ready to perform well in your machine. Ubuntu  ( 7 min )

Hey everyone 👋 I’m currently working as part of a team that runs an e-commerce platform built on VTEX. I know the community is pretty divided on it – some consider it powerful and scalable, others find it too rigid and restrictive. That said, this post isn’t about debating VTEX itself. I’m trying to solve a more specific technical challenge: converting HTML content into Markdown without losing too much of its original functionality (structure, styles, layout behavior, etc.). The main reason Markdown is non-negotiable in my case is because VTEX accepts Markdown natively in certain content areas, while HTML is either limited or not supported at all. Has anyone here faced a similar situation before? Thanks in advance for any insights or ideas you can share! 💡  ( 6 min )

How to Use A/B Testing to Create Accurate Buyer Personas Vamshi E ・ Oct 16 #webdev #programming #ai #javascript  ( 6 min )

Hey everyone 👋 I recently completed my first real coding project — an online store built completely from scratch using only HTML, CSS, and JavaScript. 🛒 No frameworks, no libraries, no complex build tools — just pure, hands-on frontend coding. I wanted to understand how real online stores work at the most fundamental level. So instead of relying on templates or pre-made frameworks, I built everything myself — step by step. Here’s a quick breakdown of what I built and learned along the way: HTML Structure – I created the product layout, navigation, and cart sections using semantic HTML. CSS Styling – Styled everything with Flexbox and Grid for a clean, responsive look. JavaScript Logic – Added a simple cart system with “add” and “remove” functions. Interactivity – Made the total update dynamically and displayed items in real time. It’s not a massive project — but it helped me understand the core of frontend development better than any tutorial could. I documented the full project on my website with step-by-step instructions and complete code examples. 👉 Read the full tutorial here If you’re just getting started with web development, this is a great beginner-friendly project to practice your HTML, CSS, and JS skills while creating something real. 💪 Let me know what you think — or share your version if you build it too!  ( 6 min )

In the fast-changing field of artificial intelligence, digital avatars have long ago stopped looking like cartoon characters and are now hyper-realistic humans. Content creator and marketer or business owner having an AI avatar that looks genuinely human can bring more authenticity and connection to your videos, social media, and virtual communication. But with all the tools available, which one do you choose? Let us take a look at best AI avatar generator that can generate realistic virtual human which can boost your digital footprint. Tagshop is the best AI avatar maker for finding a good balance between realism and customization. Tagshop Utilizing generative AI, Tagshop’s advanced technology generates human-like avatars that not only look real, but also talk, move, and express emotions …  ( 9 min )

Optimizing Next.js for Maximum Performance Next.js apps are performant out of the box, but fully unlocking their speed potential requires leveraging built-in optimization features. This guide walks through the core strategies to create fast, lean, and responsive Next.js applications, backed by official docs and expert insights. Optimized Image Handling with Component Next.js provides a specialized component that extends the native HTML element by automatically optimizing images for size, format, and device resolution. Automatic compression and resizing Efficient caching for different device sizes Conversion to modern formats like WebP and AVIF Replacing raw tags with Next.js’s component and serving modern formats significantly reduces image payloads and …  ( 7 min )

Nono La Grinta, Paris’s latest rap phenom, tears through “LOVE YOU” with pinpoint precision in a new A COLORS SHOW performance—proof his upcoming debut project’s got that raw, unfiltered heat. COLORS x STUDIOS keeps it sleek and minimal, shining a spotlight on breakout talent. Stream the video, tune into the 24/7 livestream, and follow Nono on TikTok and Instagram to catch all the vibes. Watch on YouTube  ( 6 min )

Universal Verification Methodology (UVM) proves invaluable. UVM provides a structured, reusable framework that enhances functional coverage and ensures comprehensive validation of chip designs. Understanding Functional Coverage in Chip Design Functional coverage is a metric-driven approach used to determine whether all intended behaviors of a chip have been exercised during simulation. Unlike code coverage, which only tracks which lines of code or branches have executed, functional coverage focuses on the behavior of the design. It answers essential questions like: Have all use cases, corner cases, and complex interactions been tested? Functional coverage is crucial because chips operate in environments that can be unpredictable. Even minor untested scenarios may cause failures in real-w…  ( 8 min )

Ezra Furman rolls through the KEXP studio with a fiery live rendition of “Veil Song,” recorded August 13, 2025 and hosted by Cheryl Waters. The raw, intimate session is crystal-perfect thanks to audio engineer Kevin Suggs and mastering by Matt Ogaz. Backing Ezra on stage are Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), while a five-camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) captured every angle. Dive deeper at ezrafurman.com or kexp.org, and join the YouTube channel for exclusive perks. Watch on YouTube  ( 6 min )

Indie singer-songwriter Indigo De Souza lays it down live at KEXP with a heartfelt rendition of “Be Like The Water,” recorded in the Seattle studio on August 31, 2025. She’s joined by Landon George (bass), Maddie Shuler (guitar, keys, vocals) and Lila Richardson (drums), while host Ashley McDonald and audio guru Kevin Suggs (plus mastering ace Matt Ogaz) keep everything sounding tight. The session’s captured by a camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) and polished by editor Carlos Cruz. Catch the full performance on KEXP.org or Indigo’s website—and don’t forget to join the YouTube channel for insider perks! Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis Live on KEXP Circles Around the Sun joined forces with harpist-singer Mikaela Davis for a laid-back yet electrifying set recorded on August 21, 2025, in the KEXP studio. Think driving bass (Dan Horne), tight drums (Mark Levyz), lush keys (Adam MacDougall), spicy guitar (John Lee Shannon) and ethereal harp/vox from Davis—all guided by host Troy Nelson. Behind the scenes, Kevin Suggs handled audio engineering, Dan Horne mixed, and Matt Ogaz mastered the tracks. A squad of five camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson & Luke Knecht) plus editor Jim Beckmann captured every moment. Check out more at circlesaroundthesun.bandcamp.com or kexp.org. Watch on YouTube  ( 6 min )

It started with a simple frustration I kept getting charged for things I didn’t even remember subscribing to. Streaming, SaaS tools, newsletters… it all adds up. $4.99 here, $9.99 there, and suddenly, I was spending $100+ a month on apps I barely used. I tried spreadsheets, reminders, and even other apps, but most wanted bank access or logins I wasn’t comfortable sharing. So we built _Subsavio a lightweight, privacy-first browser extension that helps you: 💡 Monitor all your subscriptions in one simple dashboard 🔔 Get alerts before renewals hit your card 🧾 Spot unused or forgotten subscriptions 🛡️ Keep your data private — no bank connections required Everything runs locally inside your browser. No tracking, no data collection. We launched quietly, and within days users were telling us how they’d uncovered hidden charges they’d completely forgotten about. That’s when we knew we were solving a real problem. 💬 We’d love your feedback: Would you trust a browser tool over bank-linked apps? Should we add features like receipt scanning or Gmail sync (optional)? What’s your biggest challenge with managing subscriptions? 👉 Check it out here: Subsavio on Chrome Web Store — Team Subsavio  ( 6 min )

Circles Around the Sun & Mikaela Davis Live on KEXP Circles Around the Sun teams up with harpist/vocalist Mikaela Davis for a live KEXP studio session recorded August 21, 2025. They blaze through three dynamic tracks—“Hot Pursuit,” “After Sunrise” and “Moonbow”—mixing psychedelic jam grooves with Davis’s ethereal harp flourishes. Backing the duo are Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keys and John Lee Shannon on guitar. Hosted by Troy Nelson, engineered by Kevin Suggs and mixed/mastered by industry pros, the multi-camera shoot captures every vibrant moment of this epic studio performance. Watch on YouTube  ( 6 min )

A high-quality AWS WAF CAPTCHA bypass solution is indispensable for any serious web automation or large-scale data acquisition effort. The AWS Web Application Firewall (WAF) is a robust defense mechanism designed to shield web applications from malicious attacks and automated bot traffic. When the WAF's Bot Control feature flags an incoming request as suspicious, it typically issues a CAPTCHA challenge to confirm human interaction. For organizations that depend on automated data processes, such as market research or competitive monitoring, this security measure poses a significant operational hurdle. This article will detail why a specialized, machine-learning-powered service is essential for overcoming this advanced defense, and why CapSolver stands out as the premier choice for reliably …  ( 12 min )

Are you struggling to programmatically extract structured content from Word documents? Developers often face the challenge of integrating data locked within Word files into their applications or workflows. While Word documents are excellent for human readability, their proprietary format makes automated data extraction and processing cumbersome. This is where converting Word to XML becomes invaluable. XML, as a universal, self-describing data format, offers unparalleled benefits for data interoperability, structured storage, and easier parsing across various systems. This article provides a practical guide on how to achieve this conversion using C# and VB.NET, leveraging the robust capabilities of a dedicated library like Spire.Doc for .NET. The need for converting Word to XML arises in nu…  ( 8 min )

Yesterday, I participated in AWS GameDay, a hands-on challenge designed to test real-world cloud problem-solving skills. The scenario was intense — our website, which was hosted on EC2 instances behind an Application Load Balancer (ALB), had been hacked and encrypted by ransomware! The task was to perform forensics on compromised instances, secure the infrastructure, and restore the application without losing valuable data or uptime. The setup consisted of: 1 Application Load Balancer (ALB) 1 Auto Scaling Group (ASG) configured to always maintain two healthy EC2 instances A website hosted on those EC2 instances, which was now showing an encrypted ransom message Initially, our instinct was to detach and replace the EC2 instances behind the ALB. However, the new instances were also be…  ( 7 min )

Read More: Top 10 Key Takeaways in Software Testing from 2025 Let’s explore the top 10 key takeaways in software testing from 2025 that every QA professional should know. AI Testing Has Become Mainstream Artificial Intelligence is no longer a buzzword—it’s a necessity. In 2025, AI-driven testing tools have matured enough to analyze test cases, detect patterns, and even predict potential failures. Testers now rely on AI to automate repetitive tasks, generate smarter test cases, and provide data-driven insights. This has significantly reduced manual effort and increased test accuracy. Key takeaway: Embrace AI-based tools to accelerate testing cycles and improve defect detection rates. Shift-Left Testing is the New Normal The “shift-left” approach continues to dominate QA strategies. Testing …  ( 8 min )

Remote connecting to a Raspberry Pi is essential for headless (no monitor) operation. Here's a complete guide covering all the methods from easiest to most advanced. Prerequisites: First-Time Setup 1. Enable SSH (for command line access): Before first boot: Create an empty file named ssh (no extension) on the boot partition of your SD card. After boot (with monitor): Run sudo raspi-config > Interface Options > SSH > Enable 2. Connect to Network: Ethernet: Plug in a network cable (easiest for initial setup). Wi-Fi: Before first boot: Create a wpa_supplicant.conf file on the boot partition with your Wi-Fi credentials: conf country=US ctrl_interface=DIR=/var/run/wpa_supplicant GROUP=netdev update_config=1 network={ ssid="YOUR_WIFI_NAME" psk="YOUR_WIFI_PASSWORD" } 3. Find Your Pi…  ( 8 min )

Java, data types define the type of data a variable can hold. They are divided into two main categories: Primitive Data Types Non-Primitive (Reference) Data Types 1. Primitive Data Types: Primitive data types are the most basic building blocks of Java programs. They store simple values directly in memory and are used for efficient computation. What are Primitive Data Types? Byte Data Type in Java size of 1 byte- 8 bits Stores very small integers values byte range (-127 to 128) Short Data Type in Java Size of 2 byte- 16 bits Stores small integer values larger than byte Range of short -32,768 to 32,767 useage:Useful when you need to save memory but need to store slightly larger numbers than byte int Data Type in Java Size of 4 byte- 32 bits Stores standard integer values and is the m…  ( 6 min )

Overview ⚠️ Note that the following sections are relevant only for: If you intend on using Salesforce within the io.Connect Platform (io.Connect Desktop or io.Connect Browser) Salesforce sessions with active Lightning Locker (in Session Settings) the latest versions of the Salesforce Adapter (5.13 and later). For details on the legacy versions (3.0 and 4.0), see the Legacy Adapter section. As 'Lightning Locker' does not allow direct usage of components packaged in an external namespace you will need to use Lightning Message Service (LMS) to communicate with the io.Connect Platform. Thus, we provide free of charge an LMS middleware package and a Plugin-based template that could serve as a reference point for further development. For simplicity of this documentation we will not focus on s…  ( 15 min )

People often think growth equals movement. When you pause, patterns reveal what’s real. How do you slow down without losing momentum?  ( 6 min )

L'importance de la cybersécurité aujourd'hui Dans un monde de plus en plus connecté, la cybersécurité est devenue une préoccupation majeure pour les entreprises, les gouvernements et même les particuliers. Les cyberattaques peuvent avoir des conséquences dévastatrices, allant de la perte de données sensibles à la disruption des opérations commerciales. Pour se protéger contre ces menaces, il est essentiel d'utiliser des outils de cybersécurité puissants et efficaces. Wireshark : l'outil d'analyse réseau incontournable Wireshark est un outil d'analyse réseau open-source largement utilisé par les professionnels de la cybersécurité pour surveiller et analyser le trafic réseau en temps réel. Avec sa capacité à capturer et à afficher les paquets de données échangés sur un réseau, Wireshark offr…  ( 7 min )

Когда я начинал изучать программирование, передо мной встал классический вопрос: какой язык выбрать? Открыл TIOBE, посмотрел на топ-20... и запутался окончательно. Perl в топ-15? Assembly? Fortran? Когда вы последний раз видел вакансию с требованием Fortran? Тогда я решил проверить гипотезу: насколько популярные рейтинги технологий соответствуют реальному спросу на рынке труда? Результаты оказались показательными. Начнём с того, как работает TIOBE. Его методология основана на подсчёте поисковых запросов в различных поисковых системах. Звучит логично, но есть нюанс: поисковый запрос "Python tutorial" может делать как практикующий разработчик, так и студент, выполняющий курсовую работу. Visual Basic держится в топе во многом благодаря тому, что миллионы офисных работников гуглят "как написат…  ( 8 min )

In OOP, objects collaborate. The initial idea of collaboration, first found in Smalltalk, was for object A to send a message to object B. Languages designed later use method calling. In both cases, the same question stands: how does an object reference other objects to reach the desired results? In this post, I tackle the problem of passing dependencies to an object. I will go through several options and analyze their respective pros and cons. For constructor injection, you pass dependencies as parameters to the constructor. class Delivery(private val addressService: AddressService, private val geoService: GeoService, private val zoneId: ZoneId) { fun computeDeliveryTime(user: User, warehouseLocation: Location): ZonedDateTime { val address = addre…  ( 8 min )

Hey guys, in this article, am going to show you how to implement multiple role-based authentication in Laravel even if you have many different users and multiple dashboards respectively. Before we delve into achieving that, let me breakdown my scenarios or problems I was facing in a project I was working on for a company, which made me spend almost two weeks trying to figure it out. By the way, if you’re just STARTING out with Laravel, I have created a Complete Laravel Guide just for you. In this project, I was presented with six (6) different users and their respective dashboards too, the users were as follows viz: Super Admin Admin Players Teams Academics Scouts So, the problem was to redirect the users to their respective dashboards on successful logins and restrict access to …  ( 12 min )

Have you ever had users or even testers tell you that your drag-and-drop editor sometimes feels slow, heavy, or clunky? Such editors are popular tools that make web content creation faster and easier through a visual interface. Without them, people would have a tougher experience using website builders, content management systems (CMS), email builders, and similar platforms. However, despite its convenience, a drag-and-drop visual HTML editor can sometimes feel more like a burden than a benefit. Complex code, excessive features, or poor optimization often cause it to slow down or feel unresponsive. Instead of empowering users like it should, it may create frustration and interrupt the users’ creative flow. In this article, we’ll cover the common reasons a drag-and-drop editor feels clunky.…  ( 12 min )

I recently built a full-featured Morse code translator (Morse Code Translator) and learned some interesting lessons about audio generation, encoding algorithms, and Next.js 15's new features. This post breaks down the technical implementation and challenges I encountered. Before diving into the code, you might wonder: why build a Morse code tool in 2025? Beyond the nostalgia factor, Morse code is actually a fascinating case study in variable-length encoding. Frequently used letters get shorter codes (E = ".", T = "-"), which later inspired Huffman coding algorithms used in modern compression. Plus, it's still actively used in: Amateur radio (ham radio) communication Aviation identifier beacons Assistive technology for people with disabilities Emergency communications when modern systems fa…  ( 11 min )

I think you're becoming tired of vibe-coding topics. But don't worry, my goal isn't to talk about new groundbreaking achievements that change the world, blah-blah-blah... I find it more interesting to look for points where code generation starts to fail. This will help adapt static analyzers for the new task of checking code created by these systems. I did some experiments generating code with GigaChat and DeepSeek. These weren't work tasks or thorough research. I was simply curious to find examples where problem complexity reaches a certain threshold and C++ code generation begins to struggle. If you ask it to generate code at the level of lab exercises or even some course projects, there are no issues. It produces excellent code for sorting arrays or counting set bits in byte arrays. Fo…  ( 9 min )

If you’re still relying on Docker-in-Docker (DinD) for container builds in GitLab CI, there’s a cleaner, faster way: Podman. Combined with GitLab’s cache, Podman lets you use RUN --mount=type=cache just like on your local machine — without a privileged Docker service. This approach gives you rootless, reproducible builds that efficiently reuse dependency caches across pipelines. Inspired by my tiny repo lig/coredns-zoner, this guide generalizes the setup for popular languages and package managers. We’ll also note one caveat about GitLab.com’s cache implementation and how a self-managed GitLab can provide even faster caching. No Docker-in-Docker service: Build inside a single container image (like quay.io/podman/stable) — no privileged daemon required. Rootless operation: Works seamlessly w…  ( 9 min )

Finally…Breaking Down Kansas LIVE sees Rick Beato nerding out over his favorite Kansas track, peeling back stems, structure, and sonic choices in real time. If you’re a gearhead or a song-structure junkie, you’ll love the in-depth dissection and ear-opening insights. Score the Professional Guitar Collection—Quick Lessons Pro, The Arpeggio Masterclass, The Beato Book Interactive, and The Beato Ear Training Program (a combined $427 value)—for just $89 until October 10 at midnight EST. Don’t sleep on this deal! Grab it here Watch on YouTube  ( 6 min )

Oracle Cloud Infrastructure provides powerful resource management capabilities through service limits and compartment quotas, enabling organizations to control consumption, manage costs, and ensure resource availability across their cloud deployments. Understanding these mechanisms is essential for effective cloud governance and financial management. Understanding Service Limits What are Service Limits? Service limits are resource allowances that limit what resources you can use in your tenancy. They are established when you create your tenancy, but can be changed on request. Key Characteristics: Oracle-Defined: Service limits are set by Oracle based on your subscription Tenancy-Wide: Apply across your entire OCI tenancy May Change Automatically: Can be adjusted based on subsc…  ( 13 min )

In today’s fast-paced digital world, businesses cannot rely solely on traditional marketing methods to reach their target audience. With billions of users interacting online daily, digital marketing has become a cornerstone for brands to engage, convert, and retain customers. However, the sheer volume of data generated by these interactions can be overwhelming. This is where Data science steps in, transforming raw data into actionable insights that drive smarter marketing strategies. Data science combines statistical analysis, machine learning, and computational tools to analyze large datasets and extract meaningful insights. In digital marketing, data science helps marketers understand customer behavior, predict trends, personalize content, and optimize campaigns for better performance. I…  ( 8 min )

Graphic design work requires specialized tools—graphic editors. But what if the editor crashes during a critical task due to bugs? Let's use a static analyzer to search for potential errors and unusual code patterns in the open-source PixiEditor project. What is PixiEditor? As the name suggests, it's a 2D editor focused on pixel art. However, it also supports procedural graphics, image editing, vector graphics, and animation. Notably, it's an open-source project under active development, meaning anyone can contribute to its evolution. I must highlight one particularly impressive PixiEditor feature: The Node Graph. This tool essentially lets us program our scene visually. The PVS-Studio team actively supports open-source projects by helping improve their code quality and reliability. So, …  ( 13 min )

For the last few years, Hacktoberfest has been my excuse to dive into code — fixing bugs, improving docs, and contributing to projects like Open Policy Agent, Ortelius, and Real Dev Squad. But this year, I decided to take a step back. No code, no pull requests — just conversations. I spent Hacktoberfest 2025 talking to people about open source. How they could start, where to look, and most importantly, why it matters. And honestly, it changed how I look at contribution. Open source isn’t only powered by code — it’s powered by people. The ones who write, test, review, design, or simply encourage someone else to try. Watching someone make their first contribution after a quick chat felt just as good as merging my own PR. I realized that being part of open source isn’t just about what you build — it’s about who you bring along. So if you’re joining next year, start wherever you can. Write, review, share, guide, or even just ask questions. Because open source grows when more people feel they belong — and sometimes, the best way to contribute is to help someone else begin. This Hacktoberfest reminded me that contribution isn’t always code — sometimes, it’s connection.  ( 6 min )

Tron – Caravan of Garbage Disney’s gearing up to squeeze every credit out of the Tron universe with the upcoming Tron: Ares, so The Weekly Planet is dropping back-to-back “Caravan of Garbage” reviews: the 1982 original Tron and the neon-soaked Tron: Legacy. Expect Jeff Bridges, groundbreaking VFX, glowing onesies and plenty of retro computer magic in the classic. Want more? Head over to bigsandwich.co for early videos, bonus podcasts, movie commentaries and game let’s-plays, or follow James and Maso on Twitter. Extended audio, merch, Patreon perks and all that jazz are just a click away. Watch on YouTube  ( 6 min )

Nono La Grinta Brings the Heat Paris-based wordsmith Nono La Grinta rips through his unreleased track “LOVE YOU” on A COLORS SHOW, dropping each line with raw precision and unfiltered grit. This sneak peek hints at the fire he’s cooking up on his upcoming debut project. COLORSxSTUDIOS keeps it stripped-back and global, offering a clean stage for standout talent—no distractions, just pure vibes. Dive into their 24/7 stream or curated playlists and catch Nono’s set (and plenty more fresh sounds) whenever you need a musical fix. Watch on YouTube  ( 6 min )

Indys Blu brings the feels New Orleans songstress Indys Blu takes the COLORS stage with her single “Saddest Song,” blending raw heartbreak and poetic reflection into one stirring live performance. True to form, COLORS offers a stripped-down, minimalist backdrop that lets incredible new voices shine—stream the show or dive into their curated playlists to catch more fresh, boundary-pushing music. Watch on YouTube  ( 6 min )

Ezra Furman and the gang brought down the house at KEXP on August 13, 2025, ripping through “Submission” with Liz Furman on vocals and guitar, Ben Joseph juggling keys and guitar, Sam Durkes on drums, Jørgen Jørgensen thumping bass and Lilah Larson shredding guitar. Host Cheryl Waters keeps the vibe loose, while audio ace Kevin Suggs records every raw riff and Matt Ogaz adds the final polish. Multiple cameras—Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht and Ettie Wahl—capture all the action, and editor Carlos Cruz stitches it into a tight live session you can catch at KEXP.org or dive deeper at ezrafurman.com. Watch on YouTube  ( 6 min )

Backlinks remain one of the strongest ranking signals in SEO. For marketers, bloggers, and small businesses, finding reliable free backlink tools is essential for tracking link profiles without investing in expensive platforms. Let’s explore what makes a great backlink checker and which free options stand out in 2025. Why You Need a Free Backlink Tool A free backlink tool helps you: Identify websites linking to your domain Detect spammy or toxic backlinks Analyze anchor text distribution Compare new vs. lost backlinks Discover potential outreach opportunities The Free Backlink Tool on GitHub is a practical open-source solution designed to simplify these tasks for both beginners and SEO professionals. Key Features to Look For When choosing the best free backlink tool, consider the follo…  ( 7 min )

Freelancing is perhaps the most talked-about topic when it comes to modern ways of making money. People find it intriguing that one can make decent money with so much flexibility and independence. But what does a freelancer do exactly, and what is happening with freelancing in 2025? We will start by explaining what a freelancer is, followed by the description of the freelancing types, and finally, we will tell you how to succeed in freelancing with the help of personal portfolio and link-in-bio page tools. What Is a Freelancer? A freelancer is a professional who accepts commissions from different clients for a specified job or a set time without being under the permanent employment of any of them. Freelancers are not restricted by the traditional work frame; thus, they can freely choose …  ( 8 min )

If you've built on Ethereum or an Ethereum rollup, you may be familiar with an Externally Owned Account (EOA), which is a basic wallet: a private key controls the account, allowing it to send transactions but not run arbitrary code. On the other hand, smart contract accounts can embed logic, verify signatures, perform batching, sponsor gas, and much more. Account abstraction aims to erase this distinction. Over the years, several approaches have tried to deliver that vision. But fragmentation, complexity, and UX challenges remain. EIP-7702 is a proposal whose promise is elegant: let an EOA temporarily adopt smart contract code for a single transaction by temporarily setting contract logic for the transaction with no migration, no new account, and just optional delegation. What's more, Arbi…  ( 10 min )

The “Emerging Data Lakehouse Design and Practice Handbook · From Layered Architecture to Data Lakehouse Architecture Design (2025)” series focuses on the design and practice of moving from traditional data warehouse layering to modern data lakehouse architectures. This handbook explains the core value of data warehouse layers, common layer types, ETL architecture and data transformation processes under each layer, corresponding technical architecture, and provides a deep dive into layered design using the Source Layer (ODS), Data Warehouse Layer (DW), and Data Service Layer (DWS) as examples. Finally, it explores trends in data warehouse technology and provides a summary. This article is the first in the series, providing a detailed analysis of the concept and design of data warehouse laye…  ( 10 min )

Check out this Pen I made!  ( 5 min )

The Problem: Markdown Sharing is Broken If you're working with AI tools like ChatGPT, Claude, or Cursor (and let's be honest, who isn't these days?), markdown has become an integral part of your daily workflow. But here's the kicker: there's no good way to share markdown content while preserving its formatting. Let me paint you a picture: Pastebin? Syntax highlighting is locked behind a paywall on the free tier. Messaging apps (Telegram, WhatsApp, Signal)? They squish everything together with zero control over wrapping or formatting. Slack/Teams/Discord? Great if everyone's on the same platform, but what about external collaborators? GitHub Gists? Excellent, but feels heavy-handed for throwaway notes or quick information sharing. I found myself constantly frustrated trying to share struc…  ( 8 min )

Subdomain Takeover: A Deep Dive into Vulnerability and Prevention Introduction Subdomain takeover is a high-impact web vulnerability where an attacker gains control over a subdomain of a target domain by exploiting dangling DNS records. It occurs when a subdomain points to a service or resource that no longer exists, allowing the attacker to claim ownership and host malicious content, phish users, or even intercept sensitive information. This vulnerability often goes unnoticed by organizations, creating a significant security risk. This article will explore the intricacies of subdomain takeover, covering prerequisites, techniques, impact, and methods to prevent it. Prerequisites: Understanding DNS and Cloud Services Before delving into the mechanics of subdomain takeover, it's crucial to…  ( 10 min )

When enterprise data integration jobs scale beyond tens of millions, the migration from DataX or Sqoop to Apache SeaTunnel is often full of thorns—configuration incompatibility, fragile field mapping, and inefficient bulk transformation, each of which can become a “roadblock” for project progress. Now, a new tool named X2SeaTunnel is tackling this challenge. Even more surprisingly, this practical tool — capable of converting source configurations into SeaTunnel format with one click — was rapidly implemented through AI Coding. On October 21, this knowledge-packed session will reveal the dual secrets behind tool development and AI empowerment! As an Apache Top-Level Project that serves top enterprises like Alibaba and Tencent — and stably processes over 20PB of data daily — SeaTunnel’s perf…  ( 7 min )

A post by Nourhan Ibrahim  ( 5 min )

Synchronizing Data from MySQL to PostgreSQL Using Apache SeaTunnel Author | Chen Fei, Big Data Engineer at ChinaPay Today, I’d like to share a simple but common scenario of MySQL-to-MySQL data synchronization and merging. This case reflects a problem I encountered in real work, and I hope it can spark discussion. I welcome more experienced peers to share insights and ideas. Version Requirement: Apache SeaTunnel → Apache SeaTunnel-2.3.9 In our business system, there are two MySQL source databases: source_a source_b Both databases contain a table with the same structure, but data comes from different business lines. Data is generated simultaneously on both sides, which leads to primary key conflicts. Our goal is to merge the tables from these two sources into a single target database (we …  ( 10 min )

I'm writing a blog post series about how to create a production-grade AI Stack environment. The first post is about deploying an LLM in Kubernetes environments where GPUs are not available using Ollama: https://levelup.gitconnected.com/deploying-an-llm-with-ollama-on-kubernetes-1975acfc4a2b  ( 6 min )

Features of Java 1.Simple Syntax 2.Object Oriented 3.Platform Independent 4.Interpreted and Compiled 5.Multithread 6.Portable 7.High Performance 8.Rich Standard Library 9.Secured and Robust 10.Memory Management Memory management in java is handled by Java Virtual Machine. Memory for objects are stored in Heap Methods and local variables are stored in stack  ( 6 min )

Image Source: Hashicorp, Architecture, https://developer.hashicorp.com/vault/docs/internals/architecture. Hashicorp Vault is a flexibility and robustness secrets management tool. Installable as a simple binary that starts a single server or joins others to create a server cluster, it offers token-based, policy-controlled access to encrypted data. Incorporating Vault into applications can be done directly via the exposed REST-like API interface, by running the Vault binary in an agent mode that fetches secrets in the context of a server or containers, or by installing operator abstractions directly in the container orchestrating software Kubernetes. Vaults operational flexibility and feature sets builds upon a complex architecture. This blog article is a lightweight introduction to this top…  ( 10 min )

Over the past ~5 years, I have often faced the task of collecting logs, usually from small or medium-sized codebases. Sending logs from code is not a problem: Java and Go have libraries for this practically out of the box. But deploying something to collect them is a headache. I understand that it's a solvable task (even before ChatGPT, and now even more so), but still. All logging systems are primarily geared toward the large-large enterprise world and its requirements, rather than small teams or single developers with a few sticks, glue and a “yesterday” deadline. Launching ELK is a challenge for me every time: a bunch of settings, a non-trivial deployment, and when I enter the UI, my eyes run wild from the tabs. With Loki and Graylog, it's a little easier, but there are still way more f…  ( 9 min )

Hey Techies, I was watching some random coding react conf video(If your a react developer you should try once). Guess what I found a hack which I don't see people usally use this hack which is very cool thing to use and I am sure your going to use this hack on daily basis.  So, Lets assume that you have type ready for a object which is complex. type Address = { street: string; city: string; state: string; country: string; zip: string; }; export type CompanySize = | "0-20" | "20-50" | "50-100" | "100-200" | "200-500" | "500-1000" | "1000-2000" | "2000+"; export interface OrganizationForm { name: string; description?: string; address: Address; contactEmail: string; phoneNumber: string; website: string; industry: string; size: CompanySize; interests: string[]; techStack: string[]; } export interface OrganizationState { formData: OrganizationForm; currentStep: number; isLoading: boolean; error: string | null; successMessage: string | null; } export interface OrganizationActions { setField: ( key: K, value: OrganizationForm[K] ) => void; } export interface OrganizationAsyncActions { createOrganization: () => Promise; } Then you want to create a default state or something a intial object with the type. But we have now more smarter way to do it thats all about this blog. Yeah Yeah Yeah… VS Code is full of surprise starting from the emmet to various features like this. Untill I find another hack goodbye. https://www.linkedin.com/in/harish-kumar-418a47237/ https://github.com/harish-20  ( 6 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang digs into his early-access preview of GRM Tools Atelier, showcasing its standout global randomization features, groundbreaking modulation system, and versatile audio generators & processors. He walks through an in-depth demo, highlights unique global parameters, and shares his final thoughts on how Atelier can elevate your sound design workflow. Beyond the demo, Andrew thanks GRM for the invite and drops all his go-to links—subscribe, his own plugin, book, online course, Patreon, Discord, socials, streaming platforms, plus a treasure trove of affiliate gear recommendations. Chapters included for easy navigation! Watch on YouTube  ( 6 min )

Indys Blu – “Saddest Song” on A COLORS SHOW New Orleans songstress Indys Blu pours raw heartbreak and poetic flair into her stirring performance of “Saddest Song” for A COLORS SHOW. Her soul-bearing vocals shine on the minimalist stage, letting the emotion take center stage. A COLORS SHOW is all about highlighting fresh voices with simple, slick visuals. Catch the full set on YouTube (plus 24/7 livestream), dive into their curated playlists (FEEL, MOVE, ALL COLORS SHOWS) and follow both Indys Blu and COLORS on TikTok, Instagram, Spotify and more for nonstop discovery. Watch on YouTube  ( 6 min )

Ezra Furman – “Submission” (Live on KEXP) Catch Ezra Furman ripping through “Submission” live in the KEXP studio on August 13, 2025. Hosted by Cheryl Waters, this raw, high-energy session delivers all the fuzz and fire you’d expect—topped off with on-point mastering by Matt Ogaz. Backing Ezra (and sometimes Liz) on vocals and guitars are Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar). Big shout to Kevin Suggs on the board, cameras by Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl, and editing magic from Carlos Cruz. Dive deeper at ezrafurman.com or tune in at kexp.org. Watch on YouTube  ( 6 min )

Indigo De Souza – “Be Like The Water” (Live on KEXP) Catch North Carolina’s own Indigo De Souza delivering a heartfelt performance of her single “Be Like The Water” straight from the KEXP studio on August 31, 2025. Backed by Landon George on bass, Maddie Shuler on guitar, keys, and vocals, and Lila Richardson on drums, she brings an intimate, raw energy that feels like you’re right there in the room. Hosted by Ashley McDonald and captured by a dream team of cameras (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa), with Kevin Suggs on audio and Matt Ogaz mastering, this session is as polished as it is passionate. Dive into the full video at KEXP.org or hit up Indigo’s site for tour dates and more. Watch on YouTube  ( 6 min )

Indigo De Souza – “Not My Body” Live on KEXP On August 31, 2025, indie singer-songwriter Indigo De Souza stormed into KEXP’s Seattle studio for a raw, heartfelt take on her single “Not My Body.” She’s joined by Landon George on bass, Maddie Shuler on guitar, keys and backup vocals, and Lila Richardson on drums, delivering an electrifying performance that captures all the intimate energy of a live session. Behind the scenes, host Ashley McDonald sets the tone while audio engineer Kevin Suggs and mastering guru Matt Ogaz make sure every note pops. A four-camera squad (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) plus editor Carlos Cruz bring the visuals to life. Want more? Check out indigodesouza.com or swing by kexp.org for the full experience. Watch on YouTube  ( 6 min )

Circles Around the Sun teamed up with harpist Mikaela Davis for a sun-soaked live session at KEXP’s studio on August 21, 2025. They tore through three tracks—“Hot Pursuit,” “After Sunrise” and “Moonbow”—blending psych-rock grooves with Davis’s glistening harp melodies. Backing this cosmic trio were Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keys and John Lee Shannon on guitar, with Troy Nelson hosting, Kevin Suggs engineering and Matt Ogaz mastering. Fans can catch more from the band on Bandcamp and tune into KEXP for their next in-studio magic. Watch on YouTube  ( 6 min )

When the Paycheck Protection Program (PPP) launched in 2020, it was meant to be a lifeline for struggling small businesses during the pandemic. Over $800 billion in taxpayer-backed funds were distributed to companies across the United States with one goal: to keep workers on payroll. But investigations have revealed that some businesses exploited the system. One case that stands out is Mason Building and Design, LLC, known publicly as Mason Builders. Read the full exposé here: 👉 Mason Builders PPP Loan Fraud Scheme Exposed Public financial data and federal filings show Mason Builders received more than $330,000 in PPP funds through Tri Counties Bank. These funds were approved to cover payroll and operating expenses but later became part of a complex financial network involving Porter C…  ( 10 min )

Silvana Estrada, the Veracruz-born singer-songwriter known for blending son jarocho folk with raw emotion, makes her Tiny Desk debut as part of NPR Music’s “El Tiny” takeover. Stripped down to just her voice and a cuatro venezolano (with a small band of piano, strings, brass and percussion), she delivers a haunting set drawn from her latest album, Vendrán Suaves Lluvias—an honest record born from loss and self-rediscovery. Highlights include the reflective “Como un Pájaro,” the bittersweet “Good Luck, Good Night,” the defiant “Si Me Matan” and the soulful “El Alma Mía.” Backed by talented musicians and produced by Anamaria Sayre’s Tiny Desk team, Estrada’s performance is a testament to turning pain into hope. Watch on YouTube  ( 6 min )

When artists don't write their own songs A quick rundown: this page is basically a promo blast for getting 20% off a premium subscription at Brilliant.org, pre-ordering Noah LeFevre’s new book Century of Song (links to Barnes & Noble, Amazon, Indie Bound, Blackwell’s, Books-A-Million, Chapters, Books Inc.), and supporting the creator on Patreon. Plus, you can follow Polyphonic on Twitter and hop into their Discord community for more music-history deep dives. Watch on YouTube  ( 6 min )

Steps: Night Theme Switcher - https://nightthemeswitcher.romainvigier.fr/ or https://extensions.gnome.org/extension/2236/night-theme-switcher/ day.sh with this code to change the theme: gsettings set org.gnome.desktop.interface gtk-theme 'Adwaita-lgiht'; night.sh: gsettings set org.gnome.desktop.interface gtk-theme 'Adwaita-dark'; For sunrise: bash /path/day.sh bash /path/night.sh === © 2025 Irvirty License: CC BY-SA 4.0  ( 6 min )

While building a Docker image recently, I needed to download a file using curl. My first instinct was to install curl in the container, make the request, and move on. But then I discovered Docker has a built-in way to handle this, and it's cleaner. Here's what I was doing initially: FROM alpine:latest WORKDIR /app RUN apk add --no-cache curl RUN curl -sS https://example.com/somefile.txt -o /app/somefile.txt EXPOSE 8080 This works, but it adds unnecessary bloat. You're installing curl just to download a file, increasing your image size and adding an extra dependency you don't really need at runtime. Docker's ADD instruction can fetch remote files directly without requiring curl or wget: FROM alpine:latest WORKDIR /app ADD https://example.com/anotherfile.json /app/anotherfile.json EXPOSE 8080 Much simpler. No extra packages, no additional layers, and the intent is clearer. ADD pulls the file at build time and places it exactly where you need it. Every package you install adds megabytes to your final image. Skipping curl keeps things lean, especially important when you're optimizing for production or working with constrained environments. Less tooling means fewer potential security vulnerabilities and a simpler dependency tree. Your container only contains what it actually needs. Using built-in instructions makes your Dockerfile more readable and idiomatic. Other developers (or future you) will immediately understand what's happening. Use ADD when: You're downloading a single file from a URL The file doesn't require authentication You want to keep your image minimal Stick with curl or wget when: You need more control over the download (headers, authentication, retries) You're fetching multiple files in a complex workflow You need to process or validate the downloaded content before using it Have you used ADD for remote files before, or do you have other Docker tricks worth sharing? Let me know in the comments! 😊  ( 7 min )

Constraints aren’t the enemy. “Technical constraints are decided later.” This belief is a recipe for disaster. When constraints are ignored early, they always come back — at the worst possible time. I’ve seen it first-hand: The Quick Technical Architecture Method (QTAM) makes technical constraints visible from the start. Identify performance and scalability limits Flag integration dependencies Surface security and compliance requirements Expose legacy issues early By treating constraints as design inputs — not afterthoughts — QTAM helps you avoid late-stage surprises. When constraints are discovered early: Teams design realistic solutions Risks are managed, not hidden Schedules and budgets stay safe When discovered late, they derail everything. Don’t let hidden constraints kill your project. qtam.morin.io  ( 6 min )

Taking on a new challenge: solving GeeksforGeeks POTD daily and sharing my solutions! 💻🔥 Problem: https://www.geeksforgeeks.org/problems/remove-bst-keys-outside-given-range/1 Remove BST keys outside given range Difficulty: Medium Accuracy: 59.92% Given the root of a Binary Search Tree (BST) and two integers l and r, remove all the nodes whose values lie outside the range [l, r]. Examples: Output: [6, -8, 13, N, N, 7] Input: root = [14, 4, 16, 2, 8, 15, N, -8, 3, 7, 10], l = 2, r = 6 Constraints: Solution: class Solution: def removekeys(self, root, l, r): if not root: return None root.left = self.removekeys(root.left, l, r) root.right = self.removekeys(root.right, l, r) if root.data r: return root.left return root  ( 6 min )

CAPSTONE PROJECT - 1 Blackjack Game Initialize deck of cards: Define list cards = [11][2][3][4][5][6][7][8][9][10][10][10][10] Define a function lost(i): Display user’s cards up to index i+3, their current total Display computer’s first card and score Announce that the player lost End program Create two empty lists for hands: your_card = [] computer_card = [] Deal initial cards: Randomly add 4 cards to the player’s list Randomly add 4 cards to the computer’s list Start the main game loop: Ask the user if they want to play Blackjack (type ‘y’ or ‘n’) If user chooses ‘y’: Display player’s first two cards and current score Show computer’s first card Start a nested loop for taking hits: Ask user: “Type ‘y’ to get another card, or ‘n’ to pass” If input is ‘y’: Add a new card and display current cards and total If total of player’s cards > 21, call the lost() function If computer’s total > 21 and player 21 and computer 21 and player 21 or player’s total < computer’s → player loses If scores are equal → draw End program If user chooses ‘n’ initially, exit the game. End of program Blackjack Game Rules (as applied) No jokers are used. Jack, Queen, King = 10 points. Ace counts as 11 or 1 (simplified here as 11). Cards have equal draw probability. Computer acts as the dealer.  ( 7 min )

For quite some time I wanted to change the look of my blog a bit. Techstack: For Markdown rendering used: react-markdown and for syntax highlighting used: highlight.js. Here's the source code  ( 6 min )

Status: Beta - Core features complete, seeking real-world feedback Demo: firsttx-playground.vercel.app Source: github.com/joseph0926/firsttx I am not a native English speaker, so I used a translation tool. SSR and RSC dominate the conversation right now. Next.js, Remix, Astro—the narrative is clear. But I kept running into contexts where SSR wasn't an option, internal tools where SEO is irrelevant, apps requiring rich offline capability, teams with large CSR codebases, architectures where server complexity is a deal-breaker. In these contexts, CSR is often the right choice. But you still pay the cost: blank screens on every revisit. The question became, could we address this specific weakness while keeping CSR's strengths intact? When you revisit a CSR app, User clicks link -> Blank scre…  ( 12 min )

Trends in AI Image and Video Generation in 2025 In 2025, AI image and video generation technologies are experiencing a golden era of explosive growth. With advancements in computing power and algorithm optimization, these tools have evolved beyond simple image synthesis to embrace multimodal integration, real-time generation, and high-fidelity outputs. One key trend is multimodal integration: AI tools now combine text, voice, images, and even video inputs to enable seamless creation from descriptions to finished products. For instance, users can describe a scene in natural language, and AI generates corresponding images or video clips, thanks to the maturation of Transformer and Diffusion models. Another trend is real-time generation. What once took minutes to produce a high-definition i…  ( 9 min )

If you’ve been learning Python for a while, you’ve probably seen a function defined like this: def my_function(*args, **kwargs): At first glance, it looks confusing — what’s up with those asterisks before args and kwargs? Are they just Python magic? Not quite. In reality, *args and **kwargs are among the most powerful and flexible tools in Python. They allow you to pass a variable number of arguments to your functions, making your code adaptable and dynamic. In this article, we’ll break down exactly how *args and **kwargs work, why they’re so useful, and how to use them effectively with real-world examples. Let’s dive in! 🚀 Why You Need Flexible Function Arguments Before understanding *args and **kwargs, let’s start with a simple scenario. Imagine you’re building a function that sums up n…  ( 10 min )

Hello everyone 👋 This is my first Hacktoberfest as a maintainer, and I’m so excited to open the doors of Quote.Vote to contributors around the world. We’ve prepared a GitHub roadmap full of good first issues to make onboarding easy and approachable for developers of all experience levels. Within the first day of posting in the official Hacktoberfest Discord, more than twenty contributors joined our roadmap. The bottleneck we’re facing is code reviews. Our core developers are unavailable to provide their time as needed, which means we’re receiving great pull requests faster than we can review them. If you’re an experienced developer who enjoys reading code, mentoring others, or improving collaboration workflows, we’d love your help reviewing PRs this month. Timely feedback is vital…  ( 7 min )

If you've integrated an LLM by parsing its output with regex, you've likely experienced the moment when everything breaks. The model updates, changes a single phrase, and suddenly your carefully crafted parser fails, routing urgent customer issues to the wrong department or missing critical data entirely. This is not a theoretical problem. Consider this real scenario: Day 1: Your customer support classifier works perfectly. A message like "You charged me twice! I want a refund NOW" produces: "The user is very upset about a duplicate charge. This is a billing issue. Sentiment is negative, and it seems urgent." Your regex const department = output.match(/billing issue/i) ? 'billing' : 'general'; routes it correctly. Day 8: The same input now returns: "This is a payment problem. The custom…  ( 12 min )

Just Completed My Personal Portfolio Website! After weeks of design, coding, and refinement, I’m excited to share my new personal portfolio website! Live Demo: https://www.medi-19.netlify.app This project showcases my journey as a Front-End Developer, featuring my skills, experience, and the projects I’ve built so far. Tech Stack Used: Pages Included: Home I also added proper SEO optimization, Open Graph meta tags, robots.txt, and sitemap.xml for better visibility and professional structure. This project truly represents my passion for clean UI, user experience, and organized code structure. Would love to hear your thoughts or feedback!  ( 6 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang dives into GRM Tools’ brand-new Atelier environment, thanks to early access and direct dev feedback. He walks through its unique global controls, a seriously cool modular modulation system, plus all the built-in audio generators and processors, then shares his final thoughts on why it’s a total game-changer for music makers. The description’s a treasure trove of links—his Transit plugin, Patreon perks, Discord, socials, streaming profiles, and loads of affiliate gear recs (Ableton Live, audio interfaces, headphones, cameras, you name it). Watch on YouTube  ( 6 min )

Paris-based rapper Nono La Grinta brings raw energy to A COLORS SHOW with his track “LOVE YOU,” nailing every line with precision and grit. The performance previews his upcoming debut project and proves he’s one to watch. COLORSxSTUDIOS keeps it clean and minimal, giving Nono La Grinta the perfect spotlight to shine, while the platform continues its mission of unearthing the coolest new talent and freshest sounds from around the globe. Watch on YouTube  ( 6 min )

Indys Blu brings heartbreak to life New Orleans songstress Indys Blu steps into A COLORS SHOW’s minimalist spotlight with her single “Saddest Song,” weaving raw heartbreak and poetic flair into every note. Catch the full performance on YouTube, stream her music everywhere, and follow her on TikTok and Instagram for more behind-the-scenes magic. A COLORS SHOW keeps it simple—no frills, just exceptional new talent shining bright. Watch on YouTube  ( 6 min )

Silvana Estrada takes over NPR Music’s Tiny Desk for El Tiny, celebrating Latinidad during Hispanic Heritage Month. Hailing from Veracruz, she strips everything back to just her voice and cuatro venezolano, backed by a stellar crew (think Roberto Verástegui on keys and Owen Pallett on cello), to showcase songs from her rawest album yet, Vendrán Suaves Lluvias. In an intimate setting, she moves you from tears to hope with haunting tracks like “Como un Pájaro,” “Si Me Matan” and “El Alma Mía,” proving that sometimes the smallest stages hold the biggest magic. Watch on YouTube  ( 6 min )

Finally…Breaking Down Kansas LIVE In today’s video, we take a deep dive into a classic Kansas track—peeling back the stems to explore its structure, arrangement tricks, and all the musical decisions that make it tick. Plus, there’s a limited-time deal on The Professional Guitar Collection: Quick Lessons Pro, The Arpeggio Masterclass, The Beato Book Interactive, and The Beato Ear Training Program (a combined $427 value) for just $89. Offer ends October 10th at midnight EST. Watch on YouTube  ( 6 min )

When searching NVIDIA’s lineup of graphics cards, you will often encounter models labeled with a “Ti” suffix—such as the RTX 3060 Ti, RTX 4070 Ti, or older versions like the GTX 1080 Ti. While this small addition may appear insignificant, it carries considerable weight in the world of graphics processing. In this blog, iRender will explore the meaning of “Ti,” its technical and marketing implications, and how it affects consumer choice and GPU performance. Let’s get started with iRender! In NVIDIA graphics cards, “Ti” stands for “Titanium.” It designates a higher-performance variant of a particular GPU model. Ti versions typically offer enhanced specifications, such as more CUDA cores, better clock speeds, or additional memory, leading to improved performance over the non-Ti models. The de…  ( 10 min )

Summary In this livestream, the host breaks down the key concepts that transformed music theory from abstract ideas into sounds you can hear and use on the spot. By walking through each idea in real time, they show how to internalize scales, intervals, and patterns so they become second nature when you play. Plus, there’s a limited-time offer: grab The Scale Matrix (all 25+ scales) at half price for the next two days. Watch on YouTube  ( 6 min )

Justin Hawkins Isn't Afraid To Talk Sh*t In a lively sit-down, Justin Hawkins opens up about everything from co-founding glam-rock hitmakers The Darkness to carving out a second act as a YouTube personality. He dives into the madness of touring, the thrill of reinvention and why he’s never shy about speaking his mind. Big love goes out to his Beato Club supporters, whose monthly backing keeps the creative fire burning. Watch on YouTube  ( 6 min )

GameApps is a compact, actionable hub for mobile-game discovery: it combines a Game Library, Hot Games lists, editorial picks, rankings, and timely game news — everything you need to sense what’s working in mobile right now. Use it as a signal layer on top of your analytics to reduce guesswork and accelerate decisions. ([gameapps.cc][1]) Below is a Medium-ready article structured to be independently useful: background, practical tactics, a short Python scraper you can run to extract trends, and a conversion tip that turns visits into installs. All recommendations assume you’ll pair GameApps signals with your own telemetry. Signal variety: Hot lists, rankings, editorials and news — multiple signal types let you triangulate what’s genuinely catching player attention (rather than one-off nois…  ( 8 min )

Grant Horvat, George and Wesley Bryan are on a mission to make the cut at the 2012 U.S. Open at The Olympic Club, sharing all the highs, lows and honest banter as they tackle one of golf’s toughest tests. Will their swings, strategy and teamwork be enough to survive the 36-hole grind? Along the way they’ve hooked you up with every way to join the fun—newsletter, Discord crew, Twitch streams—and even dropped links (and discount codes) for their go-to gear, from launch monitors and rangefinders to hats, putters and gloves. Watch on YouTube  ( 6 min )

What Is the Dream Lord of the Rings Game? Rumor has it a new Lord of the Rings title is in development with an eye on competing with Hogwarts Legacy. To find out what fans really want from Middle-earth, Gamespot tapped LOTR guru Lucy James for her ideal game wishlist—from sprawling open-world exploration to epic storylines that capture Tolkien’s magic. Want all the juicy details? Check out the full Kurt & Lucy Gotcha Covered episode on YouTube. Watch on YouTube  ( 6 min )

This is the second post in our 3-part series on implementing Just-in-Time access. In case you missed it, you can find Part 1 here. In Part 1, we outlined the significant security risks of our "always-on" access model and introduced the blueprint for our new JIT architecture using AWS and Entra ID. Now, let's dive into the step-by-step plan we followed to bring this architecture to life. This phase was about laying the groundwork within our AWS Organization. First, we held workshops to discuss and agree upon the new AWS IAM Groups and Roles needed for different teams (e.g., Infra, Dev, Product). This ensured the new structure met business needs. We then built the core components in AWS. In our AWS Management Account, we created new IAM Identity Center Permission Sets at the organization …  ( 7 min )

Originally published at https://www.nocobase.com/en/blog/weekly-updates-20251016 Summarize the weekly product update logs, and the latest releases can be checked on our blog. NocoBase is currently updated with three branches: main , next and develop. main：The most stable version to date, recommended for installation; next：Beta version, contains upcoming new features and has been preliminarily tested. There might be some known or unknown issues. It's mainly for test users to collect feedback and optimize functions further. Ideal for test users who want to experience new features early and give feedback; develop：Alpha version, contains the latest feature code, may be incomplete or unstable, mainly for internal dev and rapid iteration. Suited for tech users interested in product's cutting-ed…  ( 8 min )

Setiap kali seseorang bilang ingin membuat bahasa pemrograman baru, reaksi pertama yang sering muncul adalah tawa kecil atau skeptisisme: “Untuk apa? Sudah ada Python, Rust, Go, JavaScript,PHP, Java, C , C++ dan ratusan lainnya.” Kita hidup di era di mana hampir semua kebutuhan pengembangan sudah punya alatnya. Ada framework untuk setiap gaya berpikir, ada library untuk setiap masalah, bahkan ada AI yang bisa menulis kode lebih cepat dari manusia. Jadi, muncul pertanyaan yang wajar: kenapa masih ada orang yang merasa perlu membuat bahasa pemrograman baru? Rasa Tidak Cukup” Setiap developer pasti pernah merasakan momen di mana mereka tidak puas dengan cara sebuah bahasa memaksa mereka berpikir. Bukan karena bahasanya jelek, tapi karena cara berbahasa itu tidak lagi terasa alami. Kita ter…  ( 7 min )

I Automated SORA 2 Video Generation with N8N - Here's the Complete Technical Guide I spent 48 hours building a complete automation system for OpenAI's SORA 2 video generation API. This isn't another polished demo - I'm sharing the real build, including the bugs, API errors, and debugging sessions. TL;DR: Built a production-ready SORA 2 automation pipeline using N8N, Discord webhooks, and MCP. Generate videos on demand, handle failures gracefully, and scale to hundreds of videos per day. Watch the full video tutorial (46 min): https://youtu.be/c7xZb556RkI A complete automation workflow that: Accepts video prompts via web form or webhook Generates videos automatically using SORA 2 API Handles completion, failure, and in-progress states Sends Discord notifications at each step Supports land…  ( 10 min )

Mina Rich Editor: a block-based rich text editor built with React, Tailwind CSS, and shadcn/ui components. It gives you everything you need for a modern content editing interface in your applications. Features: 📝 Rich text formatting with bold, italic, underline, and combined styles 📊 Full-featured tables with drag-to-reorder columns and rows 🖼️ Image uploads with grid layouts and multi-select functionality ⌨️ Keyboard shortcuts for efficient editing 🎨 Unlimited styling with custom Tailwind CSS classes 🔗 Link support with a modern popover interface 📤 Clean HTML export with all formatting preserved 🌓 Dark mode support built in 🎯 Nested blocks for organizing related content 🔄 Full undo and redo history management 👉 Blog Post 👉 GitHub Repo 👉 Live Demo  ( 6 min )

起因 Qlib的基本入门用法，然后进一步深入，发现里面有很多的模型、算法等。那么今天就先以QuickStart的LightGBM入手，来详细了解一下吧。 代码：https://github.com/microsoft/LightGBM 《LightGBM: A Highly Efficient Gradient Boosting Decision Tree》 链接 作者：Guolin Ke¹, Qi Meng², Thomas Finley³, Taifeng Wang¹, Wei Chen¹, Weidong Ma¹, Qiwei Ye¹, Tie-Yan Liu¹ ¹微软研究院，²北京大学，³微软雷德蒙研究院 会议：第31届神经信息处理系统大会（NIPS 2017），美国加州 梯度提升决策树Gradient Boosting Decision Tree（GBDT）是一种流行的机器学习算法，拥有如 XGBoost 和 pGBRT 等高效实现。尽管这些实现采用了许多工程优化，但==在特征维度高、数据量大==的情况下，其效率和可扩展性仍不尽如人意。一个主要原因是：对于每个特征，它们需要扫描所有数据样本来估计所有可能分裂点的信息增益，这一过程非常耗时。 为解决这一问题，我们提出了两种新技术：基于梯度的单边采样Gradient-based One-Side Sampling（GOSS） 和 互斥特征捆绑Exclusive Feature Bundling（EFB）。GOSS 通过==排除大量梯度较小的==样本，仅使用剩余样本估计信息增益。我们证明，由于大梯度样本在信息增益计算中起更关键作用，GOSS 能在数据量大幅减少的情况下仍保持较高的估计精度。EFB 则==将互斥特征（即几乎不会同时取非零值的特征）捆绑在一起，减少特征数量==。我们证明，寻找最优的互斥特征捆绑问题是…  ( 7 min )

The "Now What?" Moment for Every Discord Bot Developer You just built an awesome Discord bot with discord.py or discord.js. It runs perfectly on your local terminal, responding to your every command. Now comes the soul-searching question: How do I get this thing online 24/7 for my community? You start exploring the options, but every path seems to have an unbearable trade-off: Option A: Run it on your own computer? The moment your laptop goes to sleep, the bot goes offline. If your internet blips, the bot disconnects. This is obviously not a long-term solution. Option B: Buy a cheap VPS? A fixed cost of $5-10/month isn't nothing for a side project. Plus, you now have to configure the server, manage the process (with pm2 or systemd?), handle security updates... Suddenly, you'r…  ( 9 min )

The recent release of Claude Haiku 4.5 marks a significant evolution in the landscape of large language models (LLMs) and generative AI. Developed by Anthropic, Claude Haiku 4.5 aims to enhance usability and performance while maintaining the ethical considerations that characterize its predecessors. This model not only improves upon the foundational architecture but also introduces features that allow developers to integrate sophisticated AI capabilities into their applications with greater ease. As we delve into this comprehensive guide, we'll explore the technical underpinnings of Claude Haiku 4.5, its implementation strategies, and practical applications that can empower developers to leverage its capabilities effectively. At its core, Claude Haiku 4.5 builds upon the transformer archit…  ( 8 min )

Beautiful new music making environment! (GRM Atelier) Andrew Huang gets early access to GRM Tools’ new Atelier plugin, shares his hands-on review, and highlights its standout global features—think next-level modulation, deep audio generators, and creative processors. He walks through everything from the UI overview to the groundbreaking modulation system, then dives into the built-in synths and effects that make Atelier a powerhouse for experimental sound design. Whether you’re curious about modular workflows or you just want fresh ways to sculpt audio, Andrew’s walkthrough (featuring chapters on global features, modulation, generators, and final thoughts) shows why GRM Atelier could be the next big thing in your studio. Watch on YouTube  ( 6 min )

Indys Blu brings raw New Orleans soul to A COLORS SHOW, delivering a stirring performance of her single “Saddest Song” that weaves heartbreak with poetic reflection. You can catch her vibes on YouTube and keep the feels alive by streaming, following her on TikTok and Instagram, or diving into COLORS’ curated playlists. COLORSxSTUDIOS is all about that clean, minimal stage—spotlighting fresh, distinctive talent from around the world without any distractions, so the artist always takes center stage. Watch on YouTube  ( 6 min )

Ezra Furman brings raw energy to the KEXP studio with a live take on “Veil Song,” recorded August 13, 2025. Backed by Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), this performance feels like a secret headphone concert. Hosted by Cheryl Waters, engineered by Kevin Suggs, and mastered by Matt Ogaz, the session was captured by Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl, then edited by Carlos Cruz. Dive deeper at ezrafurman.com and kexp.org—or join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Ezra Furman stormed the KEXP studio on August 13, 2025, with a raw, live take on “Submission.” Backed by Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), the band brought high-energy riffs and razor-sharp hooks while Cheryl Waters kept the vibes rolling. Behind the scenes, Kevin Suggs nailed the audio engineering, Matt Ogaz handled mastering, and five camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) captured every moment—Carlos Cruz piecing it all together in the edit. Stream it on KEXP.org or head to ezrafurman.com, and don’t forget to join the KEXP channel for extra perks! Watch on YouTube  ( 6 min )

When people ask me how to start learning DevOps or Cloud, I always say the same thing: “First, build a simple three-tier web app — even if it’s just a Hello World.” And they usually look confused. “Why? I want to be a DevOps engineer, not a web developer.” I get it — I said the same thing once. backend-focused web developer. Eventually, I moved into DevOps and Cloud Engineering — and that’s when I realized how much my development background saved me. Because here’s the truth: can become a DevOps engineer without learning web development — but you’ll never be an impactful one until you understand why things are built the way they are. Because when something breaks, they have no clue whether it’s an app problem, a config issue, or an architectural flaw. how to deploy, but not what they’re …  ( 8 min )

The release of Nuxt 4 marks a significant leap forward in the world of Vue.js and server-side rendering frameworks. With the introduction of a reimagined project structure, performance improvements, and refined developer experience, Nuxt continues to redefine modern web development. In this comprehensive guide, we’ll explore the major updates and architectural changes introduced in Nuxt 4, and why they matter for developers aiming to build faster, cleaner, and more maintainable web applications. 1. The New app/ Directory: A Unified Project Structure One of the biggest and most exciting updates in Nuxt 4 is the introduction of the app/ directory. Previously, folders like components, composables, layouts, middleware, pages, plugins, and files such as app.vue, error.vue, and app.config.ts l…  ( 9 min )

Docker volumes provide a way to store and share data generated by and used within containers. Unlike a container’s filesystem, which is lost when the container stops, volumes are designed for durability and ease of use. Check out my Youtube Channel where I post all kinds of content accompanying my posts, including this video showing everything in this post. Benefits of Docker Volumes: Data Persistence: Keeps data intact even after the container is removed. Sharing: Allows multiple containers to access the same data. Backup-Friendly: Simplifies data management and backups. The first step is to create a Docker volume. Use the following command to do so: docker volume create myvolume myvolume is the name of the volume you're creating. Docker handles where and how this volume …  ( 7 min )

Stop carrying the world on your shoulders. You don’t have to. Too many people believe everything rests on their shoulders. They carry the weight of deadlines, deliverables, and expectations as if asking for help is a sign of weakness. That mindset is wrong — and unsustainable. When you feel pressure, look up. Your leads and managers understand the same stress, often multiplied. They’re not there to judge; they’re there to support and help you navigate it. Talk to them. Share what’s heavy, causing the stress. levers — teammates, leaders, and tools that lighten the load. Before reaching out for help, spend focused time working through the problem. Write down: What the issue is What you’ve already tried What’s blocking you What do you think might help This prep sharpens your understandi…  ( 7 min )

Tip for devs: repurpose one video or tutorial across multiple platforms. Saves hours per week Increases reach Keeps your audience engaged Fun fact: Automation doesn’t replace devs… it gives you more time to build cool stuff. 😎  ( 5 min )

The process for finding high-security storage for a valuable art collection is like a terrible, undocumented, human-rate-limited API. You send a "request" (an email), wait an unpredictable amount of time for a "response," and the "data" you get back is unstructured and inconsistent. As developers, we saw this as a classic automation problem waiting for a modern solution. We decided to replace this broken, manual workflow with an AI agent. The Problem: A High-Friction, Opaque System Fragmented Data: Specs on climate control, security certifications (like TAPA), and insurance are spread across dozens of unstructured PDFs and websites. Complex Logic: The requirements for a classic car (space, fire suppression) are completely different from a 17th-century painting (humidity, temperature stabil…  ( 7 min )

🤔 The Problem You need to format JSON. What do you do? Google "JSON formatter" Click random site Deal with ads and slow loading Use tool Need something else? Start over... There had to be a better way. I built UtilCraft - all your everyday tools in one place. 🖼️ Image Resizer - Batch process, instant results 📝 JSON Formatter - Validate, format, minify 🔐 Password Generator - Cryptographically secure 🎨 Color Converter - HEX ↔ RGB ↔ HSL ↔ CMYK 📱 QR Generator - URL, WiFi, vCard ⚡ Base64 Encoder - Text & files 🔗 URL Encoder - Safe URL formatting 🆔 UUID Generator - Bulk generation 📊 Word Counter - Real-time stats 🧮 Calculator - Scientific mode 📏 Unit Converter - Length, weight, temp 📝 Markdown Editor - Live preview Quick mental breaks without leaving the site: 2048, Snake, Tetris, …  ( 7 min )

In an era where technological advancements are reshaping the landscape of software development, artificial intelligence (AI) has emerged as a game-changer. It's not just a buzzword; AI is transforming how we build, deploy, and maintain applications. In this article, we'll explore how developers can harness the potential of AI tools and frameworks to supercharge their workflows, enhance productivity, and deliver innovative solutions. The integration of AI into software development is akin to the introduction of the internet — it has opened up new avenues for creativity and efficiency. From automating routine tasks to predicting user behavior, AI is enabling developers to focus on what they do best: creating exceptional user experiences. The rapid evolution of AI technologies, coupled with …  ( 9 min )

📃 Índice ⏭️ Introducción Android iOS 🚀 Launch.json 📱 Launcher Icon 🖼️ Splash Screen firebase_options Google_services.json Google_service-info.plist Android iOS Android iOS Android iOS Ejecución Compilación ⏭️ Introducción En proyectos de desarrollo con múltiples clientes o entornos, es esencial contar con una estructura que permita manejar configuraciones diferenciadas sin duplicar el código base. En Flutter, esto se logra mediante Flavors, una técnica que facilita la administración de distintas versiones de una misma aplicación, ya sea para entornos de desarrollo (development, staging, production) o para clientes específicos. Esta guía es aplicable a cualquier proyecto Flutter que busque implementar flavors, tanto para entornos de desarrollo internos como para productos entregables a …  ( 17 min )

Title: OpenAI Introduces Lower-Cost Models to Compete with Meta, Mistral, and DeepSeek Introduction: In recent years, the development of open-weight models has become increasingly popular in the AI industry. Companies such as Meta, Microsoft-backed Mistral, and Chinese startup DeepSeek have all released their own open-weight models. However, OpenAI has recently introduced a new line of lower-cost models that are designed to rival these competitors. In this blog post, we will explore the features and capabilities of OpenAI's new models and how they compare to those of their competitors. Features and Capabilities: OpenAI's new line of lower-cost models is designed to provide users with a more affordable option for AI-powered applications. These models are based on the same technology as Op…  ( 7 min )

Ezra Furman on KEXP Ezra Furman takes over the KEXP studio in a stripped-down live set recorded on August 13, 2025, tearing through four tracks—“Jump Out,” “Submission,” “Veil Song,” and “Power Of The Moon.” Backed by Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), Ezra delivers raw, emotive performances that feel both intimate and electric. Hosted by Cheryl Waters and captured by a crack team of engineers (Kevin Suggs on audio, Matt Ogaz mastering) and camera pros (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl), this session is a must-watch for anyone craving a no-frills, full-throttle glimpse into Furman’s fearless artistry. Watch on YouTube  ( 6 min )

Indigo De Souza brings “Be Like The Water” to life in a killer live session at KEXP, recorded August 31, 2025. Backed by Landon George on bass, Maddie Shuler on guitar, keys & vocals, and Lila Richardson on drums, she delivers her signature blend of raw vocals and guitar-driven energy. Hosted by Ashley McDonald and engineered by Kevin Suggs with mastering by Matt Ogaz, the session is captured through the lenses of Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa, and polished by editor Carlos Cruz. Dive in at indigodesouza.com or kexp.org, and don’t forget to join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Coinbase added a Binance token to a list of planned additions to the exchange amid an online discourse that included one of its own employees and other industry leaders.

The partnership marks Dubai’s latest step toward regulating the “machine economy,” blending onchain robotics, AI and tokenized real-world assets.

Bitcoin’s repeat drop to $107,600 reflects broader market caution as miner outflows and macroeconomic pressures mount, but analysts still believe dips are for buying.

The stablecoin issuer confirmed reports that it would nominate members to the football club’s board of directors about eight months after its initial investment.

GTreasury is Ripple’s third business acquisition in 2025, part of an expansion strategy that includes traditional financial companies and digital asset projects alike.

Representatives from Gemini, Ripple and Coinbase were reportedly in attendance at the fundraising dinner at the White House on Wednesday evening.

The investment deepens a16z’s exposure to Solana’s liquid staking ecosystem as US regulators begin clarifying how such products fit into securities law.

Retail Ether longs surged above 90%, but analysts warn of a potential reversal as technicals flash caution even as institutions keep buying the dip.

Daylight removes the high upfront cost of installing solar panels and batteries, which has impeded the adoption of solar energy.

Bitcoin investor sentiment slumps to a yearly low, but Bitwise says fear may signal a prime accumulation phase for BTC.

Ethereum lost between 46% and 60% of its value after similar bearish crosses in the past, and the same signal is flashing again this October.

Grayscale’s spot crypto ETFs bring regulated staking yields to mainstream investors, merging crypto rewards with traditional Wall Street exposure.

Bitcoin retested support levels under $110,000 as data showed smaller investors buying and whales cooling their extended BTC sell-off.

Fetch.ai CEO Humayun Sheikh accused Ocean Protocol of mishandling ASI tokens, pledging to fund class-action suits to “expose the truth.”

Babylon Labs says it has built a system using BitVM3 that allows native Bitcoin to be used as trustless collateral for borrowing on Ethereum, but its trustless design raises questions.

Targeting the first tokenized IPO launch in the first quarter of 2026, France’s Lightning Stock Exchange aims to become a fully tokenized equity exchange in Europe.

California’s new law states that abandoned Bitcoin can’t be immediately sold by the state, which may ease recovery and lower burdens on exchanges.

As $83 trillion passes to digital-native generations, wealth managers must embrace tokenization or watch capital find partners who will.

Zcash and Dash prices could make an XRP-style comeback as the privacy coin narrative is helping these older “dinosaur” coins break multi-year downtrends.

What’s the real tension in blockchain, total transparency or total privacy, and how do we unlock both?

BlackRock is expanding into the stablecoin market with a redesigned money market fund, compliant with the new GENIUS Act, to provide a secure reserve vehicle for issuers.

October’s crypto crash has reignited the “Wild West” narrative, but OKX and Standard Chartered are here to prove it’s not the case, OKX Europe’s Erald Ghoos said.

The memecoin market lost almost 40% in a day before slightly rebounding, as top tokens like DOGE and SHIB remained deep in the red.

Despite recent all-time highs and volatility, search interest for “Bitcoin” on Google remained low as the crypto sentiment index returned to “fear.”

The Trump family’s crypto ventures have generated over $1 billion in profit, led by World Liberty Financial and memecoins including TRUMP and MELANIA.

Everyday shopping, travel and luxury purchases are going digital. Here’s where BTC, ETH and XRP are accepted in 2025.

SEC Chair Paul Atkins said the US is a decade behind on crypto and that building a regulatory framework to attract innovation is “job one” for the agency.

After acquiring NinjaTrader for $1.5 billion, Kraken expands its derivatives offerings in the US with a $100 million acquisition of Small Exchange.

Shareholder Terry Tran filed a lawsuit against Semler Scientific and its board, accusing them of misleading shareholders about the financial fairness of their merger with Strive.

Bitcoin will need something new and shiny to drive it to fresh highs, as some analysts warn the asset could face a volatile month ahead.

Minister Tony Burke said the government won’t be pushing for an outright ban on crypto ATMs, but wants to provide AUSTRAC with the power to implement one under new draft laws.

Onchain data suggests that BitMine acquired 104,336 ETH, worth approximately $417 million, on Thursday, as prices fell 20% from their August highs, bringing its treasury to over 2.5% of the total supply.

Fat finger errors happen all the time, especially in traditional banking. The difference is that blockchain makes it transparent and immediately identifiable.

Brevis achieved 99.6% real-time proving of Ethereum blocks using consumer GPUs, marking a breakthrough toward scaling and phone-based validation.

Industry groups criticized the proposed stablecoin limits, arguing that they would stifle innovation and signal to the industry that the UK isn’t crypto-friendly.

Crypto executives have tipped Ether to rise as high as 200% by the end of the year, led by corporate Ether purchases, ETF accumulation and Ether locked in staking.

Federal Reserve Governor Michael Barr, who was the central bank's regulatory chief during the Biden administration, flagged potential stablecoin pitfalls.  ( 34 min )

Regional banks are sharply lower on credit worries on Thursday, pulling broader markets and bitcoin down alongside.  ( 32 min )

The funding combines equity and project financing to connect DeFi capital with real-world electricity infrastructure  ( 31 min )

The bank isn’t committing to launching its own token — yet — but executives say it’s building systems that could support one if needed.  ( 32 min )

WisdomTree introduces Europe's first physically-backed Stellar exchange-traded product amid heightened competition in digital payments infrastructure.  ( 33 min )

Hedera’s HBAR token saw a dramatic 5% intraday swing as institutional investors drove heavy volatility, with early gains erased by late-session corporate liquidation pressure.  ( 33 min )

Crypto markets extended their steep losses Thursday as altcoins plunged and bitcoin tested key support, with derivatives data showing cautious sentiment amid fading liquidity.  ( 34 min )

Once hailed as a fast track to bitcoin accumulation, PIPE financing now faces scrutiny as companies struggle with cratering share prices.  ( 35 min )

The bounce from the recent leverage flush has failed for the moment.  ( 33 min )

Institutions are embracing stablecoin technology to cut costs, speed up settlement times, and unlock liquidity in a $150 trillion payments market.  ( 32 min )

The deal, pending regulatory approvals, would give Ripple access to large enterprise clients as it is building out financial services around its digital asset business.  ( 32 min )

The total market cap of the 14 U.S.-listed bitcoin miners that the bank covers rose 41% from the end of last month to a record $79 billion.  ( 31 min )

Coinbase Business, as the new service is called, will simplify vendor payments, eliminate chargebacks, and offer seamless API integrations.  ( 33 min )

Litecoin: A resilient digital asset. Explore its history, technical features, innovation, and why it endures as a key component of the crypto ecosystem.  ( 37 min )

Jito Foundation will use the funding to grow its validator technology, staking protocol, and developer tools on Solana.  ( 32 min )

The bank initiated coverage of the stock with a market outperform rating and a $50 price target.  ( 32 min )

The sale reflects "strong institutional confidence," the company said, with an unnamed investor also receiving an option to buy another 4.5 million shares  ( 31 min )

Regulation and new players are driving stablecoin momentum and paving the way for a new internet “money layer,” the broker said  ( 32 min )

Chainlink (LINK) gained 2.1% and Internet Computer (ICP) rose 1.8%, leading the index higher.  ( 27 min )

The acquisition will allow Figment to provide its clients with stronger data tools, including Rated's Explorer and data APIs.  ( 31 min )

Treasury companies that support Bitcoin-native infrastructure development early can gain an edge in an increasingly competitive market, argues Ark Labs’ Alex Bergeron.  ( 35 min )

MoonPay Commerce brings fast, low-cost crypto payments to merchants and developers worldwide, including powering Solana Pay on Shopify.  ( 31 min )

The token's recent addition to Coinbase's listing roadmap has failed to boost its price, but corporate treasury accumulation continues.  ( 33 min )

The slowdown in DAT demand could be a factor in the stall in bitcoin's bull run.  ( 33 min )

Kraken bought Small Exchange for $32.5 million in cash and $67.5 million in stock, IG announced on Thursday  ( 29 min )

With the ACRA submission complete, the exchange enters the implementation phase, or a period during which users will receive distributions and Recovery Tokens (RTs) under the scheme.  ( 32 min )

Your day-ahead look for Oct. 16, 2025  ( 40 min )

The payments giant’s latest report rebrands decentralized finance as “onchain finance” and positions Visa as the data and custody layer connecting banks to a $670B stablecoin credit market.  ( 32 min )

Bitfarms share price has soared over 315% year to date, due to AI/HPC pivot.  ( 31 min )

AUSTRAC said that the majority of high-value crypto ATM transactions were directly associated with scams or moving money to high-risk jurisdictions.  ( 31 min )

Long-term holders and whales continue to offload BTC as profit-taking intensifies and the four-year cycle narrative shows signs of weakening.  ( 31 min )

The Paris-based exchange has secured a distributed ledger technology license from French regulator ACPR.  ( 31 min )

BTC hovers close to the key support zone of $107K-$110K. The outcome here could set the stage for significant moves.  ( 32 min )

Analysts note that Bitcoin’s correlation with gold is at a multi-year high of 0.9, reinforcing the “digital gold” narrative as both assets move in tandem during geopolitical shocks.  ( 32 min )

Researchers will focus on vulnerabilities that could threaten fund safety or protocol solvency.  ( 31 min )

DOGE followed the broader market liquidation triggered by renewed U.S.–China tariff rhetoric, sliding 5% from $0.21 highs to settle at $0.20. President Trump’s proposed 100% tariff plan erased roughly $19B in crypto market value, sparking forced liquidations across majors.  ( 33 min )

The supply deluge was quickly reversed with burn mechanism.  ( 30 min )

Futures open interest collapsed 50% to $4.22B, signaling forced deleveraging as market makers cut risk exposure amid ongoing macro and regulatory uncertainty.  ( 31 min )

QCP Capital’s latest note says global markets are pivoting from rate sensitivity to liquidity dependence.  ( 32 min )

Anthropic launched a new capability on Thursday that allows its Claude AI assistant to tap into specialized expertise on demand, marking the company's latest effort to make artificial intelligence more practical for enterprise workflows as it chases rival OpenAI in the intensifying competition over AI-powered software development. The feature, called Skills, enables users to create folders containing instructions, code scripts, and reference materials that Claude can automatically load when relevant to a task. The system marks a fundamental shift in how organizations can customize AI assistants, moving beyond one-off prompts to reusable packages of domain expertise that work consistently across an entire company. "Skills are based on our belief and vision that as model intelligence continu…

One year after emerging from stealth, Strella has raised $14 million in Series A funding to expand its AI-powered customer research platform, the company announced Thursday. The round, led by Bessemer Venture Partners with participation from Decibel Partners, Bain Future Back Ventures, MVP Ventures and 645 Ventures, comes as enterprises increasingly turn to artificial intelligence to understand customers faster and more deeply than traditional methods allow. The investment marks a sharp acceleration for the startup founded by Lydia Hylton and Priya Krishnan, two former consultants and product managers who watched companies struggle with a customer research process that could take eight weeks from start to finish. Since October, Strella has grown revenue tenfold, quadrupled its customer bas…

Microsoft is fundamentally reimagining how people interact with their computers, announcing Thursday a sweeping transformation of Windows 11 that brings voice-activated AI assistants, autonomous software agents, and contextual intelligence to every PC running the operating system — not just premium devices with specialized chips. The announcement represents Microsoft's most aggressive push yet to integrate generative artificial intelligence into the desktop computing experience, moving beyond the chatbot interfaces that have defined the first wave of consumer AI products toward a more ambient, conversational model where users can simply talk to their computers and have AI agents complete complex tasks on their behalf. "When we think about what the promise of an AI PC is, it should be capab…

A new framework from Stanford University and SambaNova addresses a critical challenge in building robust AI agents: context engineering. Called Agentic Context Engineering (ACE), the framework automatically populates and modifies the context window of large language model (LLM) applications by treating it as an “evolving playbook” that creates and refines strategies as the agent gains experience in its environment. ACE is designed to overcome key limitations of other context-engineering frameworks, preventing the model’s context from degrading as it accumulates more information. Experiments show that ACE works for both optimizing system prompts and managing an agent's memory, outperforming other methods while also being significantly more efficient. The challenge of context engineering Adv…

When Walmart and OpenAI announced that the retailer would integrate with ChatGPT, the question became how quickly OpenAI could deliver on the promise of agents buying things for people. In the battle of AI-enabled commerce, getting agents to securely complete transactions is one of the biggest hurdles.  More and more, chat platforms like ChatGPT are replacing browsers and getting very good at surfacing information people search for. Users will ask ChatGPT for the best humidifiers on the market, and when the model returns results, people have no choice but to click the item link and complete the purchase online.  AI agents, as of now, don’t have the ability or the trust infrastructure to make people and banking institutions feel safe enough to let it loose on someone’s cash. Enterprises and…

Agents are the trendiest topic in AI today — and with good reason. Taking gen AI out of the protected sandbox of the chat interface and allowing it to act directly on the world represents a leap forward in the power and utility of AI models. The word “agent” has been used in different ways, however, and there have been some overheated claims about what agents can do. The rhetoric, the willful obfuscation and the rapid evolution of the field have left a lot of people confused. To cut through the noise, I’d like to describe the core components of an agentic AI system and how they fit together: It’s really not as complicated as it may seem. Hopefully, when you’ve finished reading this post, agents won’t seem as mysterious. Agentic ecosystem Although definitions of the word “agent” abound, I l…

This week we had some terrifying news from the World Health Organization: Antibiotics are failing us. A growing number of bacterial infections aren’t responding to these medicines—including common ones that affect the blood, gut, and urinary tract. Get infected with one of these bugs, and there’s a fair chance antibiotics won’t help.  The scary truth…  ( 16 min )

Used in aviation, book and claim offers companies the ability to financially support the use of SAF even when it is not physically available at their locations. As companies that ship goods by air or provide air freight related services address a range of climate goals aiming to reduce emissions, the importance of sustainable aviation…  ( 20 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. The race to make the perfect baby is creating an ethical mess An emerging field of science is seeking to use cell analysis to predict what kind of a person an embryo might…  ( 22 min )

You live in a house you designed and built yourself. You rely on the sun for power, heat your home with a woodstove, and farm your own fish and vegetables. The year is 2025.  This is the life of Marcin Jakubowski, the 53-year-old founder of Open Source Ecology, an open collaborative of engineers, producers, and…  ( 34 min )

Consider, if you will, the translucent blob in the eye of a microscope: a human blastocyst, the biological specimen that emerges just five days or so after a fateful encounter between egg and sperm. This bundle of cells, about the size of a grain of sand pulled from a powdery white Caribbean beach, contains the…  ( 55 min )

Sucking carbon pollution out of the atmosphere is becoming a big business—companies are paying top dollar for technologies that can cancel out their own emissions. Today, nearly 70% of announced carbon removal contracts are for one technology: bioenergy with carbon capture and storage (BECCS). Basically, the idea is to use trees or some other types…  ( 21 min )

Machine learning lineage is critical in any robust ML system. It lets you track data and model versions, ensuring reproducibility, auditability, and compliance. While many services for tracking ML lineage exist, creating a comprehensive and manageabl...  ( 22 min )

Miro and Figma are online collaborative canvas tools that became very popular during the pandemic. Instead of using sticky notes on a physical wall, you can add a virtual post—and an array of other things—to a virtual canvas. This lets teams collabor...  ( 9 min )

As promised by the brand, the Oppo Find X9 Pro is finally being announced, and with that, I am able to talk about the phone at some length. I say at length because, as per the brand’s usual NDAs and list of embargoes, there are details that I’m not allowed still not allowed to share. […] The post Oppo Find X9 Pro Hands On: Pushing The Boundaries Of Mobile Photography appeared first on Lowyat.NET.  ( 37 min )

Zack Nelson, otherwise known as JerryRigEverything (JRE) on YouTube, recently subjected the Google Pixel 10 Pro Fold to a series of extreme durability test, as part of his usual teardown of devices. Unfortunately for the foldable (or Zack, maybe?), the foldable folded under pressure, the battery bloating up and going up in a cloud of […] The post Google Pixel 10 Pro Fold Battery Blows Up During Teardown appeared first on Lowyat.NET.  ( 34 min )

The Ministry of Investment, Trade and Industry (MITI) and the Ministry of Finance (MOF) are currently in discussions to establish new incentives to encourage the adoption of electric vehicles (EVs) in the local scene. This was confirmed by Tengku Datuk Seri Zafrul Abdul Aziz, Minister of Investment, Trade and Industry. He also added that the […] The post MITI, MOF Discussing Alternative Incentives For EV Adoption appeared first on Lowyat.NET.  ( 33 min )

From the release of the brand’s new smartphone series to teasing a concept phone that is to come, to say it’s a big day for HONOR would be quite the understatement. Well, it’s just going to get bigger, as the Chinese consumer electronics brands have just debuted the HONOR MagicPad3 Pro 13.3 or simply known as the […] The post HONOR MagicPad3 Pro Launches in China appeared first on Lowyat.NET.  ( 34 min )

The Ministry of Transport (MOT) has confirmed that it will take enforcement action against Malaysia Airports Holdings Bhd (MAHB) following a string of technical disruptions affecting the Kuala Lumpur International Airport (KLIA) aerotrain system. Transport Minister Anthony Loke Siew Fook told the Dewan Rakyat today that the Land Public Transport Agency (APAD), which regulates all […] The post MOT To Take Action Against MAHB Over Repeated KLIA Aerotrain Failures appeared first on Lowyat.NET.  ( 34 min )

PLUS Malaysia Berhad (PLUS) has confirmed that the 50% toll discount will be applicable from 18 October to 19 October 2025. The toll discount, in conjunction with the upcoming Deepavali celebration, was announced by Prime Minister Datuk Seri Anwar Ibrahim last week as part of the Budget 2025 tabling. According to the highway concessionaire, the […] The post Deepavali 50% Toll Discount From 18 To 19 October 2025 appeared first on Lowyat.NET.  ( 35 min )

Carabat AI, a homegrown smart lifestyle solutions provider, has recently launched its first customer experience outlet at Sunway Avila Avenue, Wangsa Maju. Officiating the the opening ceremony yesterday was Datuk Johan Pahlawan Lela Perkasa Sitiawan Datuk Muhammed Abdullah. The new outlet serves as an interactive space for visitors to explore a variety of AI-powered home […] The post Homegrown Tech Brand, Carabat AI, Opens First Outlet In Wangsa Maju appeared first on Lowyat.NET.  ( 36 min )

Ever since I laid my hands on the first ASUS ROG Ally all those years ago, my Steam Deck, sadly, has been treated as the neglected stepchild. I’m not proud of it, but I fear the situation is only going to intensify with the arrival of the Xbox Ally X in my lab. So, let’s […] The post ASUS ROG Xbox Ally X Hands On: It Has Xbox DNA, But… appeared first on Lowyat.NET.  ( 40 min )

Fujifilm recently launched a new hybrid instant camera. Dubbed the instax mini LiPlay+, it serves as an update to the mini LiPlay launched back in 2019. Naturally, it gets some new features, including an extra camera meant for taking selfies. Design-wise, the compact camera sports a boxy and textured body, with two colour options including […] The post The New Fujifilm instax mini LiPlay+ Features A Selfie Camera appeared first on Lowyat.NET.  ( 34 min )

Apple has shaken things up a bit with this year’s batch of smartphones, with the introduction of a brand new model. I’m, of course, referring to the iPhone Air. This super slim addition to the tech giant’s iPhone lineup was the subject of plenty of rumours ahead of its release. And now that it’s finally […] The post iPhone Air Review: Strangely Mundane appeared first on Lowyat.NET.  ( 47 min )

Following the vivo X300 series launch event, we were loaned a unit of the Pro variant for a day. The whole of said day also involves going around Shanghai and taking in the sights of the city. Which means that this hands on will be a bit more camera-orientated than the usual. That being said, […] The post vivo X300 Pro Hands On: Two Frontiers, One Phone appeared first on Lowyat.NET.  ( 38 min )

Spy images of the facelifted 2026 Zeekr 7X have surfaced on Weibo. The images reveal several exterior updates while maintaining the car’s signature futuristic styling. The updates start at the front, where a reshaped lower bumper sports a more dynamic and aggressive appearance. At the rear, the licence plate section has been repositioned higher, while […] The post 2026 Zeekr 7X Spotted In China; Facelifted Model Reveals Design Tweaks appeared first on Lowyat.NET.  ( 35 min )

In conjunction with the official Chinese launch of the Magic8 and Magic8 Pro smartphones, HONOR teased an upcoming device called the Robot Phone. Though the concept device is still a long way away from being fully unveiled next year, the consumer tech company has provided a teaser video of what to expect. Immediately stating the […] The post HONOR Teases “Robot Phone” With AI Gimbal Camera appeared first on Lowyat.NET.  ( 17 min )

HONOR has officially launched the Magic8 series in its home market, succeeding last year’s Magic7 lineup. Featuring a base model and a Pro variant, the phones come with a new AI button that serves as a shortcut for the brand’s YOYO AI assistant. Starting with the regular Magic8, the device sports a 6.58-inch OLED LTPO […] The post HONOR Magic8 Lineup Debuts In China With MagicOS 10, Dedicated AI Button appeared first on Lowyat.NET.  ( 36 min )

Subaru has unveiled its line-up for the upcoming Japan Mobility Show (JMS), featuring six models in total. Among them, the standout is the electric iteration of the legendary STI badge, the Performance-E STI Concept. According to the automaker, this battery electric vehicle (BEV) concept embodies the future of Subaru’s performance segment. From the official images, […] The post Subaru Teases E-STI EV For Japan Mobility Show 2025 appeared first on Lowyat.NET.  ( 33 min )

It has been a good while since Razer touched its webcam lineup of products after the release of its Razer Kiyo Pro webcam. Now, after a few good years, the gaming brand is finally updating its webcam series with two new additions called the Kiyo V2 and Kiyo V2 X. Starting with the leaner Kiyo […] The post Razer Launches Kiyo V2 Webcams; Starts From RM469 appeared first on Lowyat.NET.  ( 34 min )

Elon Musk-owned social media platform X will be internally testing new transparency tools that reveal more details about user accounts, including their country of origin. The initiative, led by X’s Head of Product Nikita Bier, aims to help users better assess the credibility and authenticity of accounts, particularly as bots and anonymous operators become more […] The post X To Test Country-Of-Origin Labels And Account Transparency Features appeared first on Lowyat.NET.  ( 34 min )

Once upon a time, Maxis unveiled MIRA for its Concept Store in The Gardens Mall. The earlier this year, the telco introduced Mia, the generative AI for B2B clients powered by AWS tech. More recently, the telco announced Miya instead for the average customer. Standing for “Maxis Intelligence, Your Assistant”, Miya is “built using Google […] The post Maxis’ Mobile App Now Has Miya, The Telco’s Generative AI Assistant appeared first on Lowyat.NET.  ( 33 min )

Just earlier this week, we’ve seen claims of Apple unveiling its new M5 chip, and refreshing hardware with the base model of said chip. The claim turns out to be accurate after all, as the iPad Pro has been given such a refresh. The new chip, according to the bitten fruit brand, means an AI […] The post Apple Unveils iPad Pro Refresh; Now With M5 Chip appeared first on Lowyat.NET.  ( 34 min )

Apple has quietly unveiled the new 14-inch MacBook Pro, this time powered by its latest M5 processor. The laptop marks a subtle yet strategic update for the company, where it introduces the new chip through its entry-level Pro model first, rather than alongside higher-end variants like the M5 Pro or M5 Max. The latter two […] The post Apple Launches 14-Inch MacBook Pro With New M5 Chip; Starts From RM6,999 appeared first on Lowyat.NET.  ( 35 min )

Apple has officially introduced its newest M-series processor, the M5. Built on third-generation 3nm technology, the new chip focuses on improvements in terms of AI performance. Of course, this shouldn’t come as a surprise, seeing as it is the current trend. Either way, the M5 features a 10-core CPU consisting of six efficiency cores and […] The post Apple Announces M5 Chip With Upgrades To AI Performance appeared first on Lowyat.NET.  ( 33 min )

Amazon Elastic Kubernetes Service (EKS) Security Groups for Pods is a powerful feature that enables fine-grained network security controls at the pod level. This guide walks you through implementing this feature, from initial cluster setup to testing...  ( 40 min )

When you’re building an application, not all users should have the same level of access. For example, an admin might be able to update or delete some data (logs excluded), while a regular user should only be able to read it. This is where Role-Based ...  ( 9 min )

OpenAI recently introduced ChatGPT Apps, powered by the new Apps SDK and the Model Context Protocol (MCP). Think of these apps as plugins for ChatGPT: You can invoke them naturally in a conversation. They can render custom interactive UIs inside Ch...  ( 8 min )

MCP is the standard rule set that allows AI agents, like GitHub Copilot and Gemini, to securely and intelligently interact with your databases, functions, and applications. We just published a course on the freeCodeCamp.org YouTube channel that will ...  ( 3 min )

Go makes it easy to build APIs that are fast out of the box. But as usage grows, speed at the language level is not enough. If every request keeps hitting the database, crunching the same data, or serializing the same JSON over and over, latency cree...  ( 8 min )

Amazon Bedrock AgentCore is a managed service that makes it easier to build, deploy, and operate AI agents securely at scale on AWS. It works seamlessly with frameworks like Strands Agents, LangGraph, CrewAI, and LlamaIndex, while taking care of the ...  ( 6 min )

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Em 48:00 Pergunta de Adolfo Neto: O que você acha do valor que se dá ao Qualis na ciência brasileira? Resposta de Guilherme Travassos: Se eu pudesse ser bastante explícito e curto, eu diria que o Qualis se transformou numa doença, numa catarse coletiva. E qual é o motivo disso? Bom, quando a gente implantou o Qualis – e quando eu falo "a gente", é coletivo, obviamente eu participei das discussões iniciais – a intenção era poder ter um referencial coletivo. Vou repetir de novo, coletivo, de produção, que pudesse servir para realizar alguma comparação entre GRUPOS de pesquisa. Então, o Qualis olha para trás, vê o que é que o pessoal fez, equaliza isso para trás e depois faz uma comparação. É como se fosse quase que uma tentativa de normalização. Perfeito. A ideia é boa enquanto vai até esse …  ( 7 min )

Importing Excel files into MATLAB is a common task for engineers and data scientists who need to perform data analysis, visualization, and mathematical modeling. In 2025, with the latest updates to MATLAB and Excel, this process remains efficient and user-friendly. Here, we provide a step-by-step guide to importing Excel files into MATLAB, which will be helpful for beginners and experienced users alike. Before importing, ensure that your Excel file is formatted correctly: Check the Data Range: Ensure that your data is within a proper range, without any unnecessary empty rows or columns. Data Labels: Include headers in the first row for better data recognition once imported. File Formatting: Save your Excel file in .xlsx format as it supports better functionality with MATLAB. Launch MATLAB …  ( 7 min )

The task is to implement a Node Store, which supports DOM elements as keys. The boilerplate code class NodeStore { /** * @param {Node} node * @param {any} value */ set(node, value) { } /** * @param {Node} node * @return {any} */ get(node) { } /** * @param {Node} node * @return {Boolean} */ has(node) { } } To use DOM elements as keys, we use a WeakMap. It is designed specifically for this kind of task because its key must be objects, and it automatically removes entries when the key object is no longer in memory, preventing memory leaks. The first step is to initialize a new WeakMap to store mappings between nodes and values. this._store = new WeakMap() The set method adds a new entry to the store. It takes the DOM node and any other value and saves the mapping in the WeakMap. set(node, value) { this._store.set(node, value) } The get method retrieves the value associated with a given node get(node) { return this._store.get(node) } The has method checks whether a particular node exists as a key in the store has(node) { return this._store.has(node) } There's no need to check for invalid inputs because WeakMap automatically adds that. The final code is: class NodeStore { constructor() { this._store = new WeakMap() } set(node, value) { this._store.set(node, value) } get(node) { return this._store.get(node) } has(node) { return this._store.has(node) } } That's all folks!  ( 6 min )

Roast My Code: IA que revisa tu código con humor y brutalidad Como desarrolladores, todos hemos pasado horas depurando código y corrigiendo errores que parecían invisibles. ¿Y si pudieras recibir un feedback honesto, rápido y hasta divertido de tu código sin tener que esperar a que alguien más lo revise? ¡Aquí es donde entra Roast My Code! 🔥 Roast My Code es una herramienta web que utiliza inteligencia artificial para analizar tu código y darte: Correcciones automáticas. Feedback brutalmente honesto. Sugerencias prácticas y fáciles de entender. Un toque de humor para que no te frustres mientras aprendes. Todo esto en tiempo real, directamente en tu navegador. Escribes tu código en el chat de la página. Elegís el modo de revisión (desde “savage” hasta más suave 😉). La IA revisa tu código y te entrega: Errores línea por línea. Scores de desempeño y legibilidad. Consejos claros y divertidos para mejorar. No importa si tu código es Python, JavaScript o cualquier otro lenguaje: Roast My Code está diseñado para darte feedback útil y entretenido. ✅ Mejora tu productividad: optimiza tu código más rápido. ✅ Aprende buenas prácticas mientras recibís feedback. ✅ Ideal para programadores chilenos y de toda Latinoamérica. ✅ Divertido y educativo: convierte el code review en algo entretenido. Si quieres probarlo, puedes hacerlo aquí: 🌐 Roast My Code ¡No esperes más para que tu código reciba un roast brutalmente honesto! 👊 PD: Si te gusta, compartí tu experiencia y ayuda a otros devs a descubrir Roast My Code.  ( 6 min )

Getting Started with Strands Agents: A Beginner-Friendly Guide Introduction In May 2025, AWS released Strands Agents, an open-source SDK that makes it easier to build autonomous AI agents. Instead of wiring up complex flows, Strands uses a model-first approach: the language model plans, reasons, and calls tools. You focus on three things: a model, a prompt, and a set of tools. This post explains what that means, when to use it, and how to spin up a simple chatbot. Traditional agent frameworks (e.g., LangChain, Semantic Kernel) let you connect LLMs to tools but often require you to design the workflow (chains/graphs, branching, retries). when to call a tool how to combine tools how many steps to take when to stop Although built by AWS, Strands can run with multiple providers (e…  ( 8 min )

Hacktoberfest is already in full swing, and we’re excited to announce that InsForge is officially joining the celebration for the first time. We’ve prepared a special set of InsForge merch to recognize contributors who help shape the open source backend for AI coding agents. This Hacktoberfest, we’re focusing on builders who want to shape the future of AI-assisted development. By joining, you can: Shape the foundation for how AI agents build and deploy real apps Learn how to connect AI tools to production-ready backends Collaborate with a fast-growing community of builders pushing the limits of AI-assisted coding Earn exclusive InsForge merch Visit our GitHub Issues Pick something that interests you — SDK templates, documentation, dashboard UX, MCP, or integrations Submit a pull request when you’re ready Join our Discord community if you have questions or need help getting started No prior experience is required. Every contribution, no matter how small, helps another developer build faster. Open source works because people care enough to build together. If that sounds like you, this is your moment to jump in: Start contributing → https://github.com/insforge/insforge Join the community → https://discord.gg/insforge  ( 6 min )

liner notes: Professional : Had a couple of meetings today. There was no movement on the expense report I submitted almost 2 weeks ago. It's amazing! I have to ask for an update and miraculously my report is approved and sent for payment. Basically. every. time. They kicked back one of the expenses and I went back and forth with them on it. I submitted the expenses for the Barcelona trip, so we'll see what happens. I'm thinking I'll have to send an email in a week. haha. I also helped out with getting a demo ready for a presentation. I applied for a company credit card. Not much coding. Personal : Last night, I went through Bandcamp and picked what projects I'll purchase this week. I also updated my travel website with the last couple of posts. Don't really remember what else I did. So... I'm sick. I've been sneezing all day and been very fatigued. I need a break. Got some news that some folks I reached out to and sent some samples want to get a quote for an order. That was a cool surprise. I need to respond. Now that I'm more experienced with 3D modelling and got some new equipment since back then, I want to recreate the samples. Going to work on new models and print some prototypes tomorrow. The stuff I ordered last night should be coming soon. Looking forward to taking them apart and see how I can implement them into some product ideas. Have a great night! peace piece https://dwane.io / https://HIPHOPandCODE.com  ( 6 min )

Last week, I tried to create a CodeSandbox demo for my npm package. It failed. I tried to create a demo on https://playcode.io/typescript and it failed again. The error message? ENOSPC: no space left on device I stared at my screen, confused. Then I checked the package size. 324MB. 😱 For context, React is about 6KB minified. My simple postal code lookup library was somehow 54,000 times larger. Here's the story of how I accidentally shipped a massive package to npm, how I fixed it, and what I learned building zero-dependency lookup libraries that are now used by developers worldwide. It started with a simple need: I wanted to validate US ZIP codes in a React app. "Easy," I thought. "There must be dozens of npm packages for this." I was right - there were dozens. But each had issues: ❌ Som…  ( 11 min )

Modern web and mobile applications rely on clean, well-structured APIs to exchange data. One of the most popular ways to build these APIs is the RESTful (Representational State Transfer) architecture — a simple yet powerful pattern for client-server communication over HTTP. In this article, we’ll walk through what RESTful services are, why they matter, and how to design one using PHP and JavaScript examples. A RESTful service is an architectural style that uses standard HTTP methods to interact with resources on a server. Each resource — for example, a house, user, or order — is identified by a unique URI (Uniform Resource Identifier), and the client performs actions using HTTP verbs like: Method Meaning GET Retrieve data POST Create new data PUT / PATCH Update existing d…  ( 8 min )

This guide shows how to use VoltAgent — a TypeScript framework for creating agents, MCP servers, and workflows — to deploy an MCP (Model Context Protocol) server and connect it to ChatGPT Apps using the Apps SDK. It demonstrates how to go from setup to a working ChatGPT-connected app step by step. OpenAI recently introduced ChatGPT Apps — a new framework that allows developers to build and publish their own tools and services directly inside ChatGPT. Using the Apps SDK, you can connect APIs, workflows, and MCP servers to ChatGPT, turning them into interactive applications that users can access directly from the chat interface. ChatGPT Apps are the next evolution of the MCP (Model Context Protocol) ecosystem. They allow developers to define capabilities through tools, resources, and prompts…  ( 9 min )

Embora esses dois tipos de memórias se refiram a formas diferentes de alocar e gerenciar dados durante a execução de um programa, entender como funcionam ajuda a prever o desempenho e possíveis comportamentos inesperados do código em desenvolvimento. O compilador tem acesso direto à stack memory, já que ela é usada para armazenar variáveis locais e dados cujo o tamanho é conhecido em tempo de compilação (significa que o compilador sabe exatamente quantos bytes aquele dado vai ocupar antes do programa começar a rodar, ou seja, o tamanho da variável é fixa e previsível), o que garante maior eficiência. Por outro lado, a heap memory é utilizada para armazenar dados que precisam permanecer acessíveis além do escopo atual ou cujo o tamanho só é conhecido em tempo de execução. Nela ficam os valo…  ( 9 min )

Docker has changed how we build, share, and deploy software. It’s hard to imagine a modern developer workflow without it. But lately, more and more developers are asking a tough question: has Docker become too heavy for what we actually need? When Docker first appeared, its mission was simple — isolate applications in containers so you could “build once, run anywhere.” It made local setup easier, deployment smoother, and dependency conflicts practically disappear. For years, Docker felt like magic. You could clone a repo, run one command, and boom, your environment was ready. No more “it works on my machine” nightmares. But as projects — and Docker itself — have evolved, the story has changed. Let’s be honest: Docker today isn’t as lightweight as it once was. Between container orchest…  ( 7 min )

Ezra Furman rips through a live take of “Veil Song” at KEXP’s Seattle studio (recorded August 13, 2025), joined by Liz Furman on vocals/guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar. Host Cheryl Waters keeps things rolling, while Kevin Suggs and Matt Ogaz handle audio duties and a five-camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) plus editor Carlos Cruz capture every moment. For more Ezra Furman goodness, head to ezrafurman.com or kexp.org—and don’t forget to join their YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Ezra Furman rocked the KEXP studio on August 13, 2025, laying down a live version of “Submission.” Backed by Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), the session was hosted by Cheryl Waters, engineered by Kevin Suggs and mastered by Matt Ogaz. Five cameras—Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl—captured every moment, with Carlos Cruz also handling the edit. Dive deeper at ezrafurman.com or kexp.org, and join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Indigo De Souza poured her heart into a live KEXP session, delivering a haunting rendition of “Be Like The Water” straight from their Seattle studio on August 31, 2025. Backed by Landon George (bass), Maddie Shuler (guitar/keys/vocals) and Lila Richardson (drums), she turns every chord into a confessional moment, captured by host Ashley McDonald and audio wizard Kevin Suggs, then polished by mastering guru Matt Ogaz. Shot by Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa (with Cruz also handling the edit), this performance feels intimate yet expansive. Dive deeper at indigodesouza.com or stream more KEXP magic at kexp.org—bonus perks await on her YouTube channel! Watch on YouTube  ( 6 min )

Indigo De Souza – “Not My Body” (Live on KEXP) Indigo De Souza takes over the KEXP studio with a raw, intimate live performance of “Not My Body,” laid down on August 31, 2025. She’s joined by Landon George on bass, Maddie Shuler handling guitar, keys, and backing vocals, and Lila Richardson on drums—all hosted by the ever-enthusiastic Ashley McDonald. Audio engineer Kevin Suggs captured the session, with Matt Ogaz on mastering duties to make sure every note hits just right. A four-camera setup (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) caught every riff, and editor Carlos Cruz stitched it all together for a seamless watch. Dive deeper into Indigo’s world at her official site or jump into KEXP’s channel for extra perks and exclusives! Watch on YouTube  ( 6 min )

Circles Around the Sun rolled into the KEXP studio on August 21, 2025, and tore through a fiery live version of “Hot Pursuit.” The four-piece—Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keys and John Lee Shannon on guitar—laid down some serious instrumental grooves under host Troy Nelson’s watchful ear. Behind the scenes, audio engineer Kevin Suggs, mixer Dan Horne and mastering whiz Matt Ogaz polished the sound, while a crack team of camera operators and editor Jim Beckmann made sure you caught every riff. Catch more from the band on their Bandcamp page or dive into the full performance at KEXP.org. Watch on YouTube  ( 6 min )

Circles Around the Sun teamed up with harpist/vocalist Mikaela Davis for a special live studio session at KEXP on August 21, 2025. They ran through three tunes—Hot Pursuit, After Sunrise, and Moonbow—backed by Dan Horne on bass, Mark Levyz on drums, Adam MacDougall on keys, and John Lee Shannon on guitar. Host Troy Nelson kept the vibes flowing while Kevin Suggs (audio engineer), Dan Horne (audio mixer), and Matt Ogaz (mastering) ensured every note sounded pristine. A crack team of five camera operators captured it all before editor Jim Beckmann wove the footage into the final cut. Craving more? Check out their music on Bandcamp or head over to KEXP.org, and don’t forget to join the YouTube channel for exclusive perks! Watch on YouTube  ( 6 min )

Silvana Estrada’s Bittersweet Tiny Desk Debut Veracruz-born Silvana Estrada brings that son jarocho spirit and ocean-deep emotion to her Tiny Desk performance, trading concert halls for an intimate setting with just her voice, a cuatro venezolano and a handful of musicians. Over the course of four songs—including the haunting “Como un Pájaro” and the hopeful “Good Luck, Good Night”—she weaves pain and beauty into something you can’t help but feel. Drawn from her latest album, Vendrán Suaves Lluvias, Estrada’s Tiny Desk set captures the grief of losing a friend and the strength it takes to heal. With a stellar cast—piano, cello da spalla, euphonium, trumpet and more—she bends her wounds into hope, proving that sometimes the smallest stages hold the biggest moments. Watch on YouTube  ( 6 min )

When artists don't write their own songs kicks off with a sweet 20% off deal on Brilliant’s annual premium plan, then dives into pre-order links for Noah LeFevre’s new book Century of Song at Barnes & Noble, Blackwells, Indie Bound, Amazon, Books-A-Million, Books Inc., and Chapters. If you’re digging the Polyphonic vibe, you can keep the tunes (and deep dives) coming by supporting on Patreon, following on Twitter, or joining the Polyphonic Discord community. Watch on YouTube  ( 6 min )

Finally…Breaking Down Kansas LIVE takes you inside Rick’s deep-dive on his favorite Kansas track, where he peels back the stems, teases apart the song structure and arrangement, and geeks out over all the musical choices that make the tune tick. Plus, there’s a flash deal on Rick’s Professional Guitar Collection—Quick Lessons Pro, The Arpeggio Masterclass, The Beato Book Interactive and the Ear Training Program—worth over $400, all yours for $89 until October 10th at midnight EST. Watch on YouTube  ( 6 min )

In this chat, Ron “Bumblefoot” Thal walks us through a career that’s taken him from gritty garage bands to rocking stages with Guns N’ Roses, all while carving out a singular solo path. He dives into the nuts and bolts of his playing style—think intricate finger­tapping, hybrid picking and tone­sculpting tricks that fuel his signature sound. Beyond the technical deep dive, Bumblefoot spills on his latest musical adventures, teasing new tracks, collaborations and live plans that prove he’s always pushing creative boundaries. If you’ve ever wondered how a guitar geek stays one step ahead, this interview is your backstage pass. Watch on YouTube  ( 6 min )

The livestream breaks down the exact music-theory concepts that transformed head-knowledge into real-time playing magic, letting you hear and apply each idea on the spot. You’ll see how understanding scales, intervals, and chord relationships can open up your fretboard in a whole new way. Plus, there’s a 50% off deal on The Scale Matrix (all 25+ scales) for the next two days—perfect if you want a quick shortcut to mastering your fretboard. Watch on YouTube  ( 6 min )

Everyone Is Bad At Chipping…Until They Learn This Everyone struggles with chip shots until they nail the technique. In his latest video, Danny Maude shows the basic setup for perfect chips from good lies, then walks you through adjustments for bare hard-pan, thick rough and even uphill/downhill lies—plus a slick tour-style trick used by Tiger and Rory. Ready to up your short game? Hit the link for the full lesson, grab the free practice plan, and join Danny’s community for weekly tips, drills and more golf goodness. Watch on YouTube  ( 6 min )

Hello, I'm Maneshwar. I'm working on FreeDevTools online currently building *one place for all dev tools, cheat codes, and TLDRs* — a free, open-source hub where developers can quickly find and use tools without any hassle of searching all over the internet. In the world of web performance, every kilobyte counts. Faster load times lead to happier users, better SEO rankings, and improved conversion rates. One of the most effective ways to shrink your website's footprint is through compression. For years, Gzip has been the reigning champion, but a newer contender, Brotli, has emerged, offering even better performance. But what exactly are they, what's the difference, and how do you ensure your static site, especially one built with Astro, is leveraging the best possible compression? Let's…  ( 10 min )

The WebSocket API makes it possible to open a two-way interactive communication session between the user's browser and a server. With this API, you can send messages to a server and receive responses without having to poll the server for a reply The WebSocket protocol is the underlying communication standard, while the WebSocket API is the interface that developers use in client-side applications (like web browsers) to leverage the capabilities of that protocol. The client and the server can communicate without the handshake. The communication needs to started by the client generally. WebSocket servers are used for real time communication (provide full duplex communication). It is persistent in nature, once connection made, it remains. Sockets are - In-build A library called Socket.IO It i…  ( 8 min )

The basics of Enums are explained pretty well here. My goal here is to go over some specific pitfalls and provide some insight into how things work under the hood, without diving into the nitty-gritty details of meta-classes. Python Enums are not some special language construct, they are made using Python tools available to us, and provided as part of the standard library. In fact, you could create your own Enum if you wanted to. To do that, you'd use metaclasses, which you can also see in the standard library implementation. For now, the takeaway is that Enums don't require any special syntax unlike in some other languages (for example, in c++ you'd use the reserved keyword enum or enum class), whereas is python you create them just like a class. An Enum is meant to be some limited set of…  ( 9 min )

Several PRs point to Vitest as Angular’s next test runner. But what does the team say officially? Mark Thompson clarifies. 🧪 Future Testing Frameworks The testing tooling situation in Angular is up for a change. This isn’t totally new. Back in Angular 16, the team introduced an experimental Jest mode - intended to be the alternative to Jasmine & Karma. Additionally, because Karma is deprecated, the plan has long been to replace it (or at least shift) with Web Test Runner or similar. That was the state in 2023, and it’s mostly the same as of Angular 20 (2025). The official tooling is still Jasmine & Karma. But the team is now looking at Vitest as another potential possibility — rather than Jest as previously communicated. Last week, a PR landed for migrating from Jasmine t…  ( 7 min )

I'm working on Macroscope - an understanding engine for your codebase. Macroscope uses ASTs to build a graph-based model of your entire codebase and connects with tools like Linear and JIRA to synthesize, summarize, and answer what’s actually happening in your code. (We also have a Slackbot that you can ask any question about your code!) We just launched and are offering a 2wk free trial. Would love for you to try it out and give me any feedback :) macroscope.com/  ( 6 min )

🚀 No Code? No Problem. Build Chrome Extensions with AI! 👋 Intro Have you ever had an idea for an app or Chrome extension that made you think: “This would be so useful!”… and then reality hit—you don’t actually know how to code it? Yeah, I’ve been there. I once had what I thought was a genius idea for a Chrome extension. I was excited—until I realized building one the traditional way means diving deep into JavaScript, JSON files, manifest versions, and a whole bunch of trial and error. Not exactly fun when you’re short on time. So, instead of banging my head against code, I tried something different: I asked AI chatbots to do the heavy lifting for me. With ChatGPT, I was able to generate working extensions from just a prompt. It felt like magic—until it wasn’t. Sometimes i…  ( 8 min )

The Complete Guide to Testing React & Next.js Applications with Cypress Why Cypress for React & Next.js Testing? Modern web applications built with React and Next.js require robust testing to ensure UI consistency, functional reliability, and optimal performance. While tools like Jest and React Testing Library handle unit and integration tests, Cypress.io excels in end-to-end (E2E) testing, offering: ✅ Real-time reloading & debugging ✅ Automatic waiting for elements ✅ Network request control & mocking ✅ Cross-browser testing support However, challenges like dynamic content, state management, and rendering issues can complicate testing. This guide covers best practices for testing React & Next.js apps with Cypress. npm install cypress --save-dev npx cypress open # Launch Cypress /c…  ( 9 min )

Core Technical Topics to Master in Cypress for Effective E2E Testing End-to-end (E2E) testing is a crucial part of modern web development, ensuring that applications work as expected from the user’s… End-to-end (E2E) testing is a crucial part of modern web development, ensuring that applications work as expected from the user’s perspective. Cypress has emerged as a leading tool for E2E testing due to its speed, reliability, and developer-friendly features. In this guide, we’ll explore the core technical topics you need to master in Cypress, including writing tests, best practices, and integrating Cypress into CI/CD pipelines. Cypress provides multiple ways to select DOM elements: cy.get() – Uses CSS selectors (e.g., cy.get('.btn')). cy.contains() – Finds elements by text content (e.g…  ( 8 min )

🧩 1. “What Is a Computer?” → Hardware vs Software Diagram Lecture Summary: Computer = electronic device that processes data. Hardware = physical parts. Software = instructions that tell hardware what to do. Types: desktops, laptops, servers, and smart devices. Connected Diagram: +----------------------+ | SOFTWARE | | (OS + Applications) | +----------------------+ | HARDWARE | | (CPU, RAM, Storage) | +----------------------+ DevOps Connection: In cloud servers (EC2, Azure VM), you select both hardware (CPU, RAM, Storage) and software (Ubuntu, Amazon Linux, etc.). As a DevOps engineer, you control both layers — for example, automating software setup on hardware with Ansible or Terraform. Lecture Summary: Power button, USB ports, HDMI, audio jacks, Ethernet port…  ( 11 min )

When I started as a backend developer, I thought I just needed to make things ‘work.’ Turns out, that mindset cost me a lot of time, bugs, and headaches. These are a few mistakes I made early on—and what I wish I had done differently. My first instinct was to build for the future. I'd read about microservices, message queues, and complex caching strategies, and I wanted to use them all. I was trying to make my simple CRUD application "scalable" before it even had a single user, adding layers of abstraction when a simple function would have done the job. A project that should have taken a week took over a month. The complexity was overwhelming. Debugging a simple request meant tracing it through multiple services and network calls. Instead of delivering a working product, I had built an int…  ( 10 min )

Conquering Cypress Test Failures: A Comprehensive Guide to Common Errors & Automated Reporting The build is red. Again. The build is red. Again. As a QA engineer or SDET, this is a familiar sight. While failed tests are often seen as roadblocks, they are, in fact, invaluable feedback loops. They tell us where our application breaks, where our assumptions are wrong, or where our tests need improvement. But sifting through dozens, or even hundreds, of failed test logs after a large Cypress run can be a daunting, time-consuming, and often frustrating task. “Was that a flaky element visibility issue, or did the API truly return a 500 error?” “Is this a critical login bug that blocks everything, or just a minor UI glitch?” Without structured analysis, these questions lead to manual digging, …  ( 14 min )

✅ DAILY NEWS ANALYSIS PIPELINE COMPLETED SUCCESSFULLY Summary of Results: 1. Duplicate Check: ✅ SUCCESSFUL - No duplicates found for AI/technology content in last 14 days 2. News Scanning: ✅ SUCCESSFUL - Found 1,231 total articles, selected top 10 most relevant AI/technology stories including: Goldman Sachs AI-driven job cuts AppFolio AI-native property management platform Bitdeer HPC/AI infrastructure expansion Contently AI content editing guidance 3. Analysis & Writing: ✅ SUCCESSFUL - Generated compelling blog post: Title: "AI's Double-Edged Sword: How Goldman Sachs Job Cuts and AppFolio's Breakthrough Signal the Future of Work" Word Count: 1,071 words Voice: Ian Khan's authoritative, future-focused style Focus: Future Readiness insights, AI transformation themes, exponentia…  ( 7 min )

You’ve seen it. The casual Instagram story from a Dubai balcony, the nonchalant tweet about a five-figure daily profit, the YouTube video breaking down a seemingly impossible online business. You’ve wondered if it’s real, and if it is, what machine is humming beneath the surface to generate that kind of income. The machine is real. It’s not about luck, and it’s not about stumbling upon a get-rich-quick secret. It’s a methodical, data-driven business model known as traffic arbitration. It’s the art and science of buying user attention in one place and selling it for a profit in another. Forget the surface-level hype. This is a deep dive into the engineering of digital advertising ROI. It’s a field where discipline, analysis, and strategic execution separate the fleeting amateurs from the es…  ( 12 min )

✅ INNOVATOR LISTICLE PIPELINE COMPLETED SUCCESSFULLY Summary of Results: 1. Innovator Listicle Generation: ✅ SUCCESSFUL - Generated comprehensive "World's Top Innovators" listicle: Industry Focus: Artificial Intelligence Number of Innovators: 10 leading professionals Word Count: 1,990 words Format: Each profile includes full name, role/company, and 100-200 word description of innovations and achievements 2. Publication: ✅ SUCCESSFUL - Published to WordPress with: Post ID: 30116 Status: Published URL: https://www.iankhan.com/worlds-top-innovators-in-artificial-intelligence-40/ Key Content Highlights: Featured Innovators & Their Breakthroughs: Dr. Demis Hassabis (Google DeepMind) - AlphaGo, AlphaFold protein folding, reinforcement learning Dr. Fei-Fei Li (Stanford)…  ( 7 min )

Backlinks play a crucial role in search engine optimization (SEO). They act as “votes of confidence” from other websites, signaling to search engines that your content is valuable. However, backlinks can change over time — they may get deleted, turned into “nofollow,” or come from low-quality domains. This is where backlink monitoring software becomes essential. Backlink Monitoring Software is a tool designed to track and analyze all backlinks pointing to your website. It automatically checks link status, anchor text, domain authority, and link quality to ensure that your backlink profile remains healthy and effective for SEO. With tools like this GitHub project, you can automate the process of detecting lost or broken backlinks — saving hours of manual effort. Detect Lost or Broken Links Monitor Link Quality this GitHub repo often include domain rating and spam score checks. Track Competitor Links Prevent SEO Penalties Automate Reporting this open-source tool, you can schedule regular reports that highlight link gains, losses, and domain changes. Key Features to Look For Real-time backlink tracking Email alerts for lost or broken links Integration with Google Search Console Anchor text analysis Toxic link detection Historical link data visualization Maintaining a healthy backlink profile is just as important as building one. Backlink monitoring software ensures that your SEO efforts don’t go to waste by keeping your links active, safe, and high-quality. To explore how such automation works or to use a free version, check out the open-source project here: https://github.com/lengoctam449-cloud/backlink-monitoring-software  ( 7 min )

Backlinks are the foundation of any successful SEO strategy. However, managing hundreds or even thousands of backlinks manually can quickly become overwhelming. That’s where a backlink management tool comes in. A backlink management tool, such as the one available on GitHub, helps website owners, marketers, and SEO professionals monitor, analyze, and maintain their backlink profiles efficiently. A backlink management tool is software designed to: Track existing backlinks – Know who links to your website and when. Analyze link quality – Identify which backlinks strengthen your SEO and which may harm it. Detect lost or broken links – Receive alerts when backlinks are removed or become inactive. Organize outreach and acquisition – Manage communication with potential link partners for future campaigns. Tools like the Backlink Management Tool centralize all your backlink data, saving you hours of manual tracking. Maintains Healthy Backlink Profiles Improves Search Rankings Monitors Competitor Strategies GitHub-based project, allow you to analyze competitor backlinks and find new opportunities. Streamlines Link Building Saves Time and Resources Key Features to Look For When using or building a backlink management system like this one, ensure it includes: Real-time backlink monitoring Toxic link alerts Domain authority metrics Exportable reports for clients or teams Integration with Google Search Console or analytics tools A backlink management tool is not just a convenience—it’s a necessity for maintaining a strong, healthy, and competitive SEO presence. Whether you’re managing a small business website or a large enterprise, automating backlink tracking and analysis can make a significant difference in your ranking strategy. You can explore the full code, setup instructions, and contribution guide on the official Backlink Management Tool GitHub repository.  ( 7 min )

TNG.sh: Architecture & Technology Stack TNG.sh combines modern programming languages and LLMs with proven developer tooling to create a seamless test generation experience. Core Engine – Built with High-Performance Systems Programming We experimented with C, C++, and Go before settling on Rust for its: ⚡ Speed – Lightning-fast parsing and analysis 🔒 Safety – Memory safety without garbage collection overhead 🔗 Strong integration – Excellent bindings with both Ruby and Python ecosystems Code Intelligence – Advanced Static Analysis We use advanced static code analysis with AST parsing to extract and analyze only what's necessary. Currently supporting: ✅ Ruby ✅ Python 🧪 JavaScript (in beta) Golang React js Test Generation – Fine-Tuned LLM Our fine-tuned, pre-trained LLM specializes …  ( 7 min )

Actually , No — the official Instagram Graph API does not provide access to DMs (Direct Messages) for personal or creator accounts. Here’s the breakdown: Official API (Meta’s Instagram Graph API) You cannot read, send, or manage DMs from this API. It only supports business accounts and mainly focuses on: Posts, Reels, and Stories management Insights and analytics Comments and mentions Hashtag search So, even if you explore the docs in this GitHub repo Unofficial or Private APIs Some developers use reverse-engineered private endpoints (like direct_v2/inbox/) to fetch DMs. Get your account banned or rate-limited Require session cookies or tokens from real devices Break anytime Instagram updates its backend Alternative Options If your goal is to automate communication, consider: Instagram Messaging API for Businesses via Meta’s WhatsApp Business Platform (requires Facebook Page + Instagram Business link) Using tools that simulate device behavior (see Instagram API Documentation repo for learning/testing, not production In summary: ✅ Official API — No DMs access ⚠️ Private API — Possible but risky 💡 Safer alternative — Use Meta’s Business Messaging API  ( 6 min )

Why Great Leaders Keep Reading The most successful leaders share one common habit: they never stop learning! In boardrooms from Silicon Valley to Tokyo, in startup offices and Fortune 500 headquarters, exceptional leaders consistently cite reading, as their primary source of fresh perspectives, innovative strategies, and personal growth. Leadership is not a static skill set that you master once and forget. The challenges facing today’s leaders—from navigating artificial intelligence integration to managing remote teams, from addressing climate change to building inclusive cultures—require continuous adaptation and learning. Books provide access to the collective wisdom of successful leaders, researchers, and thinkers who have grappled with similar challenges and emerged with valuable ins…  ( 12 min )

In his latest deep-dive, Andrew Huang gets early access to GRM Tools’ new Atelier environment and shows off its jaw-dropping global spectral transforms, modular modulation system, and all the audio generators/processors that come with it. He breaks the walkthrough into crisp chapters—from a quick overview of unique global features to a hands-on demo of the groundbreaking modulation matrix and final pros-and-cons wrap-up. Alongside the demo, Andy shouts out GRM for the preview, drops links to his own plugin, book, online course, Patreon and socials, and even timestamps everything so you can jump straight to your favorite features. If you’re into experimental sound design, this is your new playground. Watch on YouTube  ( 6 min )

Mastering Angular Component Testing: A Deep Dive with a “Back” Button and Cypress In the world of modern web development, creating robust and reliable user interfaces is paramount. Angular, with its powerful… In the world of modern web development, creating robust and reliable user interfaces is paramount. Angular, with its powerful component-based architecture, empowers developers to build complex applications.1 But how do we ensure these individual building blocks, our components, work flawlessly in isolation and as part of the larger system? The answer lies in effective component testing. This article dives into the art of professional Angular component testing using Cypress, focusing on a common UI element: a simple “Back” button. We’ll explore the best practices of separating your c…  ( 11 min )

Nono La Grinta, the Paris-based rapper known for his razor-sharp delivery, delivers an unfiltered, grit-laden performance of “LOVE YOU” on A COLORS SHOW. The track—teased as part of his upcoming debut project—sees him land every line with precision, backed by the signature minimalist stage that lets his raw energy shine. A renowned platform for breaking new talent, COLORS continues to showcase distinctive voices from around the world. If you’re craving more, you can catch nonstop streams, curated playlists and behind-the-scenes looks across their socials and 24/7 livestream. Watch on YouTube  ( 6 min )

Indys Blu, a New Orleans songstress, delivers a heart-wrenching, poetic performance of her single “Saddest Song” on A COLORS SHOW. Stripped-back instrumentation and a minimalist stage let her raw vocals and emotional storytelling take center stage. COLORSxSTUDIOS keeps the vibe going with 24/7 livestreams, curated “Feel” and “Move” playlists, and easy links to stream the full show. Follow Indys Blu on TikTok and Instagram, or dive into COLORS’ aesthetic music world via their shop, newsletter, and social channels. Watch on YouTube  ( 6 min )

Ezra Furman rips through “Veil Song” live in the KEXP studio (recorded August 13, 2025), backed by her tight crew—Liz Furman on vocals/guitar, Ben Joseph on keys/guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar—with Cheryl Waters keeping the vibe flowing as host. On the tech side, Kevin Suggs manned the audio, Matt Ogaz handled mastering, and a five-camera team led by Jim Beckmann (edited by Carlos Cruz) caught every electrifying moment. Dive deeper at ezrafurman.com or kexp.org, or join their YouTube channel for extra perks! Watch on YouTube  ( 6 min )

Over the past few years I have been working in multiple IT projects where the Docker platform was used to develop, ship and run applications targeting various industries. In addition, I have conducted many interviews and over the time I have noticed that many DevOps engineers do not pay enough attention to the details and essential elements of the platform. Therefore, I decided to collect and summarize information relevant to create optimal Docker images. I see five critical areas that are often overlooked or misused by developers. This is the first article related to this topic. Please see the full list of topics that will be covered below. Proper use of cache to speed up and optimize builds. Selecting the appropriate base image. Understanding Docker multi-stage builds. Understanding the …  ( 8 min )

Managing multiple social networks at once can be time-consuming and repetitive. Posting, scheduling content, responding to users, and checking statistics are all tasks that would take hours if done manually. *What is an SMM bot and what is its use? An SMM bot is a type of automated software that performs repetitive tasks related to social media management, such as: Automatically scheduling and publishing posts Collecting statistical data (number of likes, views, comments, etc.) Analyzing the performance of posts and accounts Managing content across multiple platforms in one place These bots are especially useful for brands, influencers, and digital marketing agencies, as they save time and increase order in content publishing. The general structure of an SMM automation bot Before writin…  ( 8 min )

Welcome back to the Cybersecurity Weekly series! In #4, we pitted Chrome vs Brave vs Firefox in the battle for privacy supremacy. In this edition, we’re shifting focus to a practical frontier: how freelancers can stay safe on public Wi-Fi in 2025. Working from cafés, airports, and coworking spaces is convenient — but also risky. Let’s break down what you need to know to protect your data, your clients, and your reputation. Before diving into countermeasures, it’s worth remembering why public networks are hazardous: Man-in-the-middle attacks (MitM): Hackers intercept data between your device and the network. Evil twin hotspots: Malicious networks mimicking legitimate Wi-Fi names. Unencrypted traffic: Websites or services not using HTTPS leave data exposed. Device-to-device attacks: Other us…  ( 9 min )

Philadelphia might make you think of cheesesteaks, but did you know it is the mural capital of the world? You can walk for blocks and see entire neighborhoods stitched together by paint, story, and community. That visual language is a fitting metaphor for what modern security demands. We are no longer guarding a single wall; we are curating a system of interconnected surfaces and signals. It made "The City of Brotherly Love" a perfect backdrop for around 150 developers, DevOps professionals, and other IT practitioners to get together and talk about how we build and secure that varied landscape we call our web applications at DevOpsDays Philadelphia 2025. Over two days in a single track, we listened to sessions that covered AI in DevOps and governance, secrets and non-human identities, runt…  ( 11 min )

Modern web development has lots of small but powerful tools that make building websites easier. In this article, we’ll look at CSS counters, nested numbering, variable fonts, and the new popover ToggleEvent.source feature in Chrome 140. We’ll explain what each one does, show simple examples, and share real-life uses so you can apply them in your own projects. CSS Counters (counter-increment): Automatically number any element — not just list items — giving full design control for steps, cards, or headings. Nested Numbering: Create hierarchical numbering (1.1, 1.2, 2.1…) using CSS alone, perfect for documents, tutorials, or multi-level content. Variable Fonts (font-variation-settings): One font file can dynamically handle all weights and styles, reducing downloads and enabling flexible typog…  ( 8 min )

⚙️ Kotlin Coroutines Cheat Sheet (For Android Devs) I like to share content that I use during study and work. Coroutines are lightweight threads used for asynchronous and concurrent programming in Kotlin. They allow you to run tasks like network or DB operations without blocking the main thread. Keyword / Builder Description suspend Marks a function that can be paused and resumed later launch Starts a coroutine that doesn’t return a result async Starts a coroutine that returns a Deferred result await() Waits for the result of an async coroutine withContext() Switches the coroutine context (e.g., Main, IO) runBlocking Starts a blocking coroutine (usually for testing) coroutineScope Creates a new scope that waits for all its children supervisorScope Similar to corouti…  ( 7 min )

You can build a great web app. You can write clean backend logic. You can optimize your database queries. But if your users are far from your server, your site will still feel slow. The reason is not your stack. It is physics. A request has to travel from the user’s device to your server through multiple internet hops. If the server is in Europe and the user is in Australia, the request must cross oceans and networks. Even if your API responds in ten milliseconds, the round trip might take three hundred milliseconds purely because of distance. Multiply that for every script, image and stylesheet. The page now feels heavy even if it is light. This is where a CDN steps in. A Content Delivery Network is a system of servers distributed across different parts of the world. Instead of hosting yo…  ( 8 min )

When I first started integrating with dental systems, I thought I understood legacy APIs. Then I met practice management systems. They’re like vintage cars, elegant, historic, and one wrong call away from leaking data oil all over your console. That’s why working with something like Synchronizer API by NexHealth feels like therapy for developers who’ve seen too much. One of the hardest parts of healthcare integrations is just…keeping the data clean. In Synchronizer, the /appointments endpoint abstracts away the chaos of different systems (Dentrix, Eaglesoft, Open Dental, Denticon, etc.) and gives you normalized, structured data you can actually build with. GET /appointments/{id} Response: { "code": true, "description": null, "error": null, "data": { "id": 1010361170…  ( 8 min )

Testing AI agents is still a big problem for most teams. You either test manually through scenarios, or you've built custom scripts. Rogue is an open source framework that works differently - it uses one agent to test another agent automatically. ⭐ Star Rogue on GitHub to support the project and stay updated! Rogue is a powerful evaluation framework that tests AI agents by having them face off against a dynamic EvaluatorAgent. Think of it as a sparring partner for your AI - it generates scenarios, runs conversations, and grades performance to ensure your agent behaves exactly as intended. Make sure UV is installed # Install uv (if you don't have it) curl -LsSf https://astral.sh/uv/install.sh | sh # Or via pip pip install uv # Verify installation uv --version The fastest way to see Rogue…  ( 10 min )

If your localhost stopped working after the recent Windows update, there is an easy fix, though it might involve some complications if you're unlucky. If you attempt to open a localhost site hosted on local IIS or one started from Visual Studio using IIS Express, and the page reports an "ERR_CONNECTION_RESET" error, you likely have a problem related to the latest Windows update. The simple solution is to uninstall the problematic updates using the following commands in an elevated Command Prompt or PowerShell: wusa /uninstall /kb:5066835 wusa /uninstall /kb:5065789 After running these commands, restart your computer, and your localhost should work again. If you encounter an error like: "installer encountered an error: 0x8000825", you will need to first disable "Windows Sandbox" (in Turn Windows features on or off) and then try the uninstall commands again.  ( 6 min )

If you’ve ever launched a side project, you probably know this moment: You’ve finished coding, the landing page is live, and now you just need a logo… and somehow that’s where everything stops. I’ve been there, many, many times. 🌀 The logo trap Every new project of mine followed this exact spiral: “Let’s just throw in a placeholder logo.” Spends 4 hours testing fonts. Realizes Helvetica feels too safe, but Poppins feels too startup-y. Decides to “come back to it later.” Never comes back. And just like that, another half-finished app joined my ever-growing graveyard of ideas. 💡 The dev problem with design As developers, we care a lot about polish, but design tools aren’t built for us. They’re heavy, visual, and demand an artistic instinct that most of us don’t have. The existing AI logo g…  ( 7 min )

This report examines prescription (Rx) activity captured in the RCPA reporting form, benchmarking actual Rx against assigned brand targets, evaluating doctor conversion, and mapping competitive activity across regions. Import Data Sources Load all required files: RCPA Reporting Form, PRODUCT MASTER, and BRAND TARGETS. In Power BI, use Home > Get Data > Excel (or CSV/SQL) to import each dataset. RCPA & Competitor RCPA Transformation (Expected Transformation Sheet) Go to Home > Transform Data to enter Power Query. Merge/Append Queries: Combine datasets as needed (e.g., join product master to RCPA report by product or merge competitor info). 1.Splitting Tables Using Delimiters Line Feed Split: Start by splitting rows where multiple products/quantities are listed together by a line feed (carr…  ( 9 min )

Hey everyone! Are you using Laravel? I'm currently working mainly with TypeScript, but I also touch Laravel from time to time. Checking if data exists after receiving a request is a pretty common scenario. I recently discovered something new (to me at least!), so I wanted to share it with you all. Let's say you have a feature that retrieves post information using a post_id and displays the details on the screen. class PostController extends Controller { public function edit(PostEditRequest $request) { $detail = Post::where('id', $request->post_id)->first(); return view('post', ['data' => $detail]); } } And in the FormRequest: class PostEditRequest extends FormRequest { public function rules() { return [ 'post_id' => 'required|exists:posts,id' ]; } } Alte…  ( 8 min )

Nono La Grinta turns the A COLORS SHOW stage into his own playground, dropping each bar of “LOVE YOU” with precision and raw energy. This Paris-based MC’s uncompromising vibe gives a sneak peek at the fire he’s cooking up on his forthcoming debut project. True to COLORS’ minimalist ethos, the focus stays squarely on Nono’s gritty delivery and charisma. If you’re craving fresh talent, dive into the full show, check out their curated playlists, and keep an eye on COLORS for more standout global artists. Watch on YouTube  ( 6 min )

Indys Blu, a New Orleans vocalist, delivers a hauntingly beautiful take on heartbreak with her single “Saddest Song” on A COLORS SHOW. Her performance is raw and poetic, weaving aching vocals with introspective lyrics against the series’ signature minimalist backdrop. A COLORS SHOW continues its mission to spotlight rising talent through clear, distraction-free stages. You can catch Indys Blu’s full set (and dozens more) via their 24/7 stream and curated playlists, or follow her on TikTok and Instagram for more. Watch on YouTube  ( 6 min )

Ezra Furman – “Veil Song” Live on KEXP Ezra Furman and her band rocked the KEXP studio on August 13, 2025, delivering a raw, intimate take on “Veil Song.” The lineup featured Liz Furman on vocals and guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar, giving the performance its signature punch. Hosted by Cheryl Waters, the session was engineered by Kevin Suggs, mastered by Matt Ogaz, shot by Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl, and edited by Carlos Cruz. For more live sessions and perks, hit up ezrafurman.com, kexp.org or join their YouTube channel. Watch on YouTube  ( 6 min )

Alchemy is an embeddable Infrastructure-as-Code (IaC) library written in pure TypeScript that runs anywhere that JavaScript runs, including the browser, serverless functions or even durable workflows. Infrastructure-as-Code is the practice of using code to define your infrastructure configuration instead of manually creating it. Let’s say you need a database. Instead of clicking through a cloud console or executing a CLI command, you simply write: const database = await Database("main", { engine: "postgres", size: "small", }); // Access properties directly console.log(database.connectionString); Run this code, and the actual database gets created. Run it twice without changes, and nothing happens. Change the size to "medium" and run it again, your database will be updated. Remove the…  ( 10 min )

Ezra Furman – “Submission” (Live on KEXP) Ezra and the crew crash into KEXP’s studio with a fiery rendition of “Submission,” recorded August 13, 2025. The set is packed with Liz Furman on vocals and guitar, Ben Joseph on keys and guitar, Sam Durkes on drums, Jorgen Jorgensen on bass and Lilah Larson on guitar—driving every riff home. Hosted by Cheryl Waters and polished by engineer Kevin Suggs (mastered by Matt Ogaz), the session was captured by a team of cameras (Jim Beckmann, Carlos Cruz, Scott Holpainen, Luke Knecht & Ettie Wahl) and edited by Cruz. Check out more at ezrafurman.com or kexp.org. Watch on YouTube  ( 6 min )

Indigo De Souza – “Not My Body” Live on KEXP Indigo De Souza and her band—Landon George (bass), Maddie Shuler (guitar, keys, vocals) and Lila Richardson (drums)—took over KEXP’s studio on August 31, 2025 for a raw, intimate performance of “Not My Body.” Hosted by Ashley McDonald and polished by audio engineer Kevin Suggs with mastering by Matt Ogaz, the session was captured by a four‐camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) and edited by Cruz. Catch the full session on KEXP or visit indigodesouza.com for more. Watch on YouTube  ( 6 min )

Circles Around the Sun & Mikaela Davis – After Sunrise (Live on KEXP) Circles Around the Sun teamed up with harpist-vocalist Mikaela Davis for a live take on “After Sunrise” at KEXP’s Seattle studio on August 21, 2025. Hosted by Troy Nelson, this intimate session weaves sun-soaked grooves and shimmering harp melodies into an electrified rhythm section. Backing the set are Dan Horne (bass/mix), Mark Levyz (drums), Adam MacDougall (keys), John Lee Shannon (guitar) and Mikaela Davis (harp/vox). Audio engineer Kevin Suggs and mastering ace Matt Ogaz keep the sound pristine, while Jim Beckmann and his camera crew capture every angle. Watch on YouTube  ( 6 min )

Circles Around the Sun hook up with harpist/vocalist Mikaela Davis for a breezy live take on “Moonbow,” recorded in KEXP’s studio on August 21, 2025. Backed by Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar), and polished by host Troy Nelson with engineer Kevin Suggs, the performance glows with that signature instrumental magic and Davis’s ethereal harp. Captured by a five-cam crew and mastered by Matt Ogaz, this session is streaming now—check out the full set at circlesaroundthesun.bandcamp.com or head over to KEXP’s YouTube channel for the video. Watch on YouTube  ( 6 min )

Silvana Estrada takes the Tiny Desk stage with just her voice and a cuatro venezolano, delivering songs from her most personal record Vendrán Suaves Lluvias. Born and raised in Veracruz, she weaves son jarocho tradition with raw emotion, transforming grief and doubts into hopeful, tear-jerking melodies. Joined by a tight band of piano, percussion, strings and brass, Estrada’s four-song set—“Como un Pájaro,” “Good Luck, Good Night,” “Si Me Matan” and “El Alma Mía”—proves that sometimes the smallest stage brings out the biggest feelings. Watch on YouTube  ( 6 min )

Finally…Breaking Down Kansas LIVE is Rick Beato’s deep-dive into his favorite Kansas track, where he peels back the stems, structure and key musical choices to reveal what makes the song tick. On top of that, he’s offering The Professional Guitar Collection—Quick Lessons Pro, The Arpeggio Masterclass, The Beato Book Interactive and The Beato Ear Training Program—normally a $427 value, yours for just $89 through October 10 at midnight EST. Watch on YouTube  ( 6 min )

Cierra el ciclo completo de observabilidad con evaluación automatizada usando RAGAS para medir y mejorar el rendimiento de tus agentes Strands 🇻🇪🇨🇱 Dev.to Linkedin GitHub Twitter Instagram Youtube Linktr Elizabeth Fuentes LFollow AWS Developer Advocate specializing in AI/ML and Generative AI. I simplify complex cloud concepts through hands-on tutorials and real-world examples. Repositorio GitHub Esta es la parte final de nuestra guía completa para construir agentes de IA con capacidades de observabilidad y evaluación usando Strands Agents. En la parte 3, implementamos observabilidad completa para nuestro agente de restaurantes usando LangFuse. Ahora vamos más allá al agregar evaluación automatizada que no solo mide el rendimiento sino que también envía puntajes de evaluaci…  ( 11 min )

🇻🇪🇨🇱 Dev.to Linkedin GitHub Twitter Instagram Youtube Linktr Elizabeth Fuentes LFollow AWS Developer Advocate specializing in AI/ML and Generative AI. I simplify complex cloud concepts through hands-on tutorials and real-world examples. Has construido un agente de IA increíble. Funciona bien en tu laptop. Ahora necesitas desplegarlo a producción. Esto es lo que usualmente pasa: 3 semanas configurando infraestructura ⏰ Pesadillas con Docker y Kubernetes 🐳 Configuraciones de seguridad que te hacen llorar 🔐 Políticas de escalado que apenas entiendes 📈 Gestión de sesiones... ¿qué es eso siquiera? 🤷 ¿Te suena familiar? Amazon Bedrock AgentCore lo cambia todo. Despliega agentes de IA listos para producción con solo 2 comandos. No se requiere título en DevOps. Sin dolores de …  ( 10 min )

JSX (JavaScript XML) is one of the most powerful features of React. It gives developers a clean, declarative way to describe what the UI should look like, directly inside JavaScript. 👉 1. Declarative Syntax want it to appear. You describe the structure, and React takes care of updating the DOM efficiently behind the scenes. 👉 2. Components Return JSX function Welcome() { return Hello, JSX! ; } 👉 3. Extension of JavaScript Embed JavaScript expressions Add inline CSS or classes Reuse other React components const name = "Usama"; return Hello, {name}! 👋 ; 👉 4. Under the Hood React.createElement() calls. const element = Hello JSX ; is the same as: const element = React.createElement("h1", null, "Hello JSX"); ✨ Improves code readability 🧱 Encourages a clean component-based architecture 🛠️ Makes combining logic and UI smooth & elegant ⚡ Boosts development speed 💡 Pro Tip: JSX is optional, but once you start using it, you’ll rarely go back. It makes writing UI feel natural and fun.  ( 6 min )

Aprende a implementar observabilidad con LangFuse para monitorear tus agentes Strands en tiempo real y entender su comportamiento 🇻🇪🇨🇱 Dev.to Linkedin GitHub Twitter Instagram Youtube Linktr Elizabeth Fuentes LFollow AWS Developer Advocate specializing in AI/ML and Generative AI. I simplify complex cloud concepts through hands-on tutorials and real-world examples. Getting Started with Strands Agents: Build Your First AI Agent - Curso GRATIS Repositorio GitHub Esta tercera parte de la serie Building Strands Agents se enfoca en implementar observabilidad con LangFuse para monitorear tus agentes en tiempo real. Cuando despliegas agentes en producción, necesitas responder estas preguntas: ¿Tu agente responde con precisión? ¿Cuánto tiempo toman las respuestas? ¿Dónde están los…  ( 10 min )

Revolutionizing E-Commerce Product Images with FLUX.1 Kontext: AI-Powered Image Editing for Online Retail Introduction FLUX.1 Kontext [dev] is a groundbreaking 12 billion parameter AI model from Black Forest Labs that enables instruction-based image editing. Unlike traditional image generation models, Kontext specializes in modifying existing images based on natural language instructions, making it an ideal solution for e-commerce businesses looking to enhance their product photography workflows without expensive photoshoots or complex editing software. This article explores how online retailers can leverage FLUX.1 Kontext to transform product images, create variations, and optimize visual content for their web stores. Cost-Effective Product Variations: Generate multiple produ…  ( 13 min )

Let’s be real — XML had its glory days, but now JSON is the cool kid at the developer party. 🕶️ If you’re tired of fighting with and just to move some data around, it’s time to let DevUtilX’s XML to JSON Converter do the magic for you! ✨ With just one click, you can turn your ancient XML files into clean, lightweight JSON that’s ready for any modern app, API, or JavaScript project. 🚀 XML is bulky, wordy, and full of… brackets. JSON is minimal, sleek, and JavaScript’s best friend. Our converter makes switching between them a total breeze! 🌬️ Here’s why developers love it: ⚡ Instant conversion – Paste XML, get JSON. It’s that fast. 🧠 Accurate parsing – Handles attributes, arrays, and nested tags like a pro. 💻 No setup needed – 100% browser-based, zero installs.…  ( 7 min )

Backlinks are the backbone of any successful SEO strategy. They serve as digital endorsements from other websites, signaling to search engines that your content is valuable and trustworthy. But as your website grows, keeping track of who’s linking to you—and the quality of those links—becomes crucial. That’s where a backlink tracking tool like this one comes in. A backlink tracking tool is a software or web-based application that monitors all the backlinks pointing to your website. Tools such as Backlink Tracking Tool help you: Track when new backlinks are gained or lost Identify which sites are linking to you Measure the authority and quality of each backlink Detect spammy or toxic links that might harm your rankings By integrating a system like the Backlink Tracking Tool, SEO specialists…  ( 7 min )

When I first learned recursion, it honestly felt like magic. *If you’ve ever felt that too — don’t worry. In this post, we’ll break down recursion step-by-step and see how the stack plays a hidden but crucial role. --- What Is Recursion? Recursion is when a function calls itself to solve a smaller version of the same problem. Every recursive function needs two things: 1.Base case — the condition that stops the recursion Example: Finding Factorial Using Recursion function factorial(n) { if (n === 1) { return 1; // Base case } else { return n * factorial(n - 1); // Recursive call } } console.log(factorial(5)); // Output: 120`` Behind the Scenes: The Stack in Action _Each time a function runs, it’s placed on a call stack — a memory structure that follows Last In, First Out (LIFO). Step | Function Call | What Happens -------|----------------|------------------------- 1 | factorial(5) | Calls factorial(4) 2 | factorial(4) | Calls factorial(3) 3 | factorial(3) | Calls factorial(2) 4 | factorial(2) | Calls factorial(1) 5 | factorial(1) | Base case → returns 1 Now the stack unwinds: Step | Returning To | Calculation -------|----------------|---------------- 6 | factorial(2) | 2 × 1 = 2 7 | factorial(3) | 3 × 2 = 6 8 | factorial(4) | 4 × 6 = 24 9 | factorial(5) | 5 × 24 = 120 Finally, the stack is empty — result: 120 Why the Stack Matters That’s exactly how recursion “returns” values. Final Thoughts Recursion isn’t magic — it’s just functions + a stack working together beautifully. If recursion ever confuses you, just picture that stack of plates — it’ll click . Thanks for reading!  ( 7 min )

Artificial Intelligence (AI) chatbots are transforming how businesses and individuals communicate online. These smart systems simulate human conversation, providing instant responses, personalized support, and 24/7 assistance. From customer service to personal assistants, AI chatbots are now essential tools for improving efficiency, enhancing user experience, and even helping businesses manage tasks such as when they sell phone products online. AI chatbots are software programs that use machine learning and natural language processing (NLP) to interact with humans. Unlike traditional scripted bots, AI chatbots understand context, detect user intent, and learn from previous interactions. This allows them to provide accurate, relevant, and human-like responses, making communication smoother …  ( 7 min )

🚀 Goal Build a Docker image locally, push it to Amazon ECR, and deploy it to Amazon ECS (Fargate or EC2) behind an Application Load Balancer, with autoscaling and health checks. Prerequisites AWS account with permission to use ECR, ECS, IAM, ALB, and (optional) CloudWatch/Autoscaling. AWS CLI installed and configured (aws configure) or access to AWS Console. Docker installed locally. Basic app packaged with a Dockerfile. 1. AWS CLI & IAM setup aws configure → enter AWS Access Key ID, Secret Access Key, region, and output format. (Optional) Create an IAM policy/role for CI system later (CodePipeline/GitHub Actions). Tip: For production, use fine-grained roles (ECR read/write, ECS create/update, ALB modify). Avoid using root credentials. Step 1: Create an ECR Repository If you ha…  ( 9 min )

Una guía completa para principiantes sobre la instalación e inicio con Grafana en macOS. Grafana es una plataforma de código abierto para monitoreo y observabilidad que te permite consultar, visualizar, alertar y comprender tus métricas sin importar dónde estén almacenadas. Proporciona una manera poderosa y elegante de crear, explorar y compartir dashboards con tu equipo y fomentar una cultura basada en datos. Grafana se utiliza comúnmente para: Monitoreo de infraestructura: Rastrear CPU, memoria, uso de disco y métricas de red Monitoreo del rendimiento de aplicaciones (APM): Supervisar la salud y el rendimiento de las aplicaciones Análisis de negocio: Visualizar KPIs y métricas empresariales Visualización de datos IoT: Mostrar datos de sensores y métricas de dispositivos Análisis de logs:…  ( 10 min )

Developers are known to have an ego, be rude, anti-social, or lack people skills. They often think themselves smart because they can code. Personally, I’ve always believed that anyone can code; being a good developer is more about knowing how to use a search engine and ask the right questions. This might be changing a bit in the age of AI-assisted coding, but the point remains: developers aren’t smart just because they know how to code. The sooner a dev acknowledges that non-technical teammates are also intelligent and deserving of respect, the further they’ll go in their career. The focus of this post is on the non-technical roles developers interact with most often — QA, Product Managers, and Designers. This is the second post in my series Being A Great Developer Is More Than Just Code O…  ( 8 min )

For developers who need to test a small app, check out a pull request, prototype a new API, or reproduce a bug, the friction is always the same: messing with a local setup, provisioning a whole virtual machine, or writing a Dockerfile just for a quick task that needs a server environment. It should be as simple as opening a browser tab. The solution is Stacknow: a complete Linux server and IDE that runs entirely inside your browser, powered by WebAssembly. Instant Startup: Loads in seconds. No remote machine to provision. So, how does a server run when the WebAssembly System Interface (WASI) has no networking stack? A custom networking layer was built that tunnels traffic over UNIX sockets. Here’s how it works: instead of an app listening on localhost:3000, it listens on a specific UNIX socket path (e.g., /tmp/stacknow.sock). The runtime detects this, automatically pipes all data from that socket to an edge network, and exposes it on a secure public URL. Because all traffic is proxied through the Stacknow network, your server works just like a VPS—there are no CORS restrictions to worry about. The entire IDE is built on this principle. The file explorer, terminal, and editor are themselves a server running inside the Wasm sandbox, communicating with the browser UI over this exact same UNIX socket tunnel. When you expose your own Node.js, Python, or Go server, you're using the same battle-tested system that powers the IDE itself. This unified approach means you can run a server, develop against it with a full IDE, and then instantly share it with the world, all from a single browser tab. This is part of the Pro plan, which also includes persistent storage. It has been found to be super useful for: A free tier is available that lets you spin up ephemeral sandboxes. Feel free to try it out and share your thoughts. What's missing? What would you use it for? To learn more about the platform's technology and performance, go to https://docs.stacknow.io. To chat with the team, head to https://discord.gg/bYKPzpPrRP.  ( 7 min )

Ezra Furman rips through a live take of “Jump Out” at the KEXP studio, recorded August 13, 2025. Backed by Liz Furman on vocals and guitar, Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), this performance captures all the raw, energetic charm you’d expect from Ezra’s touring set. Behind the scenes, host Cheryl Waters keeps the vibes flowing while Kevin Suggs handles the audio engineering and Matt Ogaz takes care of mastering. A five-camera crew led by Jim Beckmann and edited by Carlos Cruz makes sure every moment pops. For more tunes and behind-the-scenes perks, visit ezrafurman.com, kexp.org, or join the YouTube channel. Watch on YouTube  ( 6 min )

Indigo De Souza brings a hauntingly beautiful live rendition of “Be Like The Water” to the KEXP studio, backed by Landon George on bass, Maddie Shuler on guitar/keys/vocals, and Lila Richardson on drums. The August 31, 2025 session captures her raw energy and intimate vocals as host Ashley McDonald guides the vibe. With Kevin Suggs engineering audio and Matt Ogaz mastering, this performance was filmed by Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa (edited by Carlos Cruz). For more, visit indigodesouza.com or kexp.org. Watch on YouTube  ( 6 min )

Indigo De Souza brings “Not My Body” to life live on KEXP On August 31, 2025, KEXP’s studio lit up with Indigo De Souza’s raw performance of “Not My Body,” backed by Landon George (bass), Maddie Shuler (guitar, keys & vocals) and Lila Richardson (drums). Host Ashley McDonald guided the session, while Kevin Suggs (audio engineer) and Matt Ogaz (mastering) ensured every riff hit just right. A four-camera team (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) captured the magic—edited by Cruz—and it’s all available via indigodesouza.com or kexp.org. Want even more backstage perks? Check out the channel’s membership page! Watch on YouTube  ( 6 min )

Circles Around the Sun teamed up with harpist/vocalist Mikaela Davis for a fiery live session at KEXP on August 21, 2025. They tore through three instrumental tracks—Hot Pursuit, After Sunrise and Moonbow—backed by Dan Horne (bass), Mark Levyz (drums), Adam MacDougall (keys) and John Lee Shannon (guitar), all hosted by Troy Nelson. Kevin Suggs captured the audio, Dan Horne mixed it, Matt Ogaz mastered it, and a crack camera crew led by Jim Beckmann (who also edited) made sure every riff and harp flourish was caught. For more tunes, hit circlesaroundthesun.bandcamp.com or kexp.org. Watch on YouTube  ( 6 min )

My 7-year-old Lenovo was reaching the end of its life. While the processor and memory were still fairly capable, it was no longer able to effectively handle Windows. Given this situation, and my interest in learning about Kubernetes, DevOps, and other cloud concepts, I decided to fully wipe and reboot my computer with Linux. I hadn't anticipated how customizable this experience would be. Here are some key learnings from my first week with Ubuntu: 1) Microphone Configuration and Persistence: The microphone was not configured correctly out of the box; the issue was sometimes due to the lack of noise cancellation. To resolve this, I had to modify several features within PulseAudio pulseaudio. Therefore, I struggled to make these changes persist across reboots. I lastely used the solution from this stack and executed the following command to ensure the changes "stuck": echo 'pulseaudio --start' >> ~/.profile 2) Managing Python Virtual Environments: Another essential command I learned early on was how to create and manage virtual environments. The first answer from this stack has been a life saver for my work so far. P.S.: This is a on developing post for the next weeks. More updates are coming.  ( 6 min )

Silvana Estrada, the Veracruz-born singer-songwriter, just made her Tiny Desk debut as part of NPR Music’s El Tiny takeover celebrating Latinidad. Stripped down to her powerful vocals and a cuatro venezolano, she transformed the pain and hope of her latest album, Vendrán Suaves Lluvias, into an intimate, tear-jerking performance. Her four-song set—“Como un Pájaro,” “Good Luck, Good Night,” “Si Me Matan,” and “El Alma Mía”—paired Estrada’s elegant melodies with a tight band (keys, percussion, strings and brass). It proved that sometimes the smallest stages deliver the biggest emotional impact. Watch on YouTube  ( 6 min )

Watch on YouTube  ( 5 min )

Finally…Breaking Down Kansas LIVE Rick Beato just dropped a video deep-diving into his all-time favorite Kansas track, breaking down every stem, structure twist, and musical choice that makes it tick. It’s a masterclass in how great arrangements and clever instrumentation come together. On top of that, he’s bundled up four killer guitar resources—Quick Lessons Pro, The Arpeggio Masterclass, The Beato Book Interactive, and The Beato Ear Training Program—normally a $427 value, now all yours for $89 through October 10 at midnight EST. Watch on YouTube  ( 6 min )

Is There Anything Bumblefoot Can’t Play? …No! Guitar virtuoso Ron “Bumblefoot” Thal sits down to unpack his sprawling career, walking us through the nuts and bolts of his signature techniques and riff constructions. He also teases what’s next on his musical horizon, from fresh gear experiments to genre-blurring collaborations that keep him on his toes. On top of all that, he gives a massive shout-out to his Beato Club supporters—Justin, Terence, Jason and over 40 other awesome backers—whose ongoing love and encouragement power these deep-dive interviews. Watch on YouTube  ( 6 min )

In this chat‐style sit-down, Justin Hawkins candidly maps out his wild ride from fronting The Darkness to carving out a new groove as a DIY YouTube maverick. He digs into the highs and lows of rock-star life, spills on pivoting to social-media antics, and shoots straight about why he’s not shy to “talk sh*t.” Along the way, he gives a shout-out to his ever-loyal “Beato Club” backers, inviting us to subscribe to @JustinHawkinsRidesAgain so we can all keep up with his next curveball. Watch on YouTube  ( 6 min )

Danny Maude’s new video shows you how to master chipping from every lie—good turf, tight hardpan, thick rough and uphill/downhill—and even introduces the same insider technique Tiger and Rory use to roll it close every time. Plus, you get a step-by-step practice plan, bonus vids on pitching and iron striking, a slice-busting driver drill (inside-out swing and impact tips), and links to training aids (hello, Orange Whip!), social channels and lesson bookings to keep your game on point. Watch on YouTube  ( 6 min )

I still remember the days when I worked at a large insurance company, the kind of enterprise where COBOL still runs in the core systems, quietly but powerfully. No one dared to touch that code. It was the kind of legacy that everyone respected, feared, and tiptoed around. At that time, if you asked any engineer why we never refactored it, the answer was simple: “No one really knows what will happen if we do.” The system worked.... barely, but it was a black box of decades-old logic, dependencies, and undocumented behaviors. Since no one dared to modify the core, over the years, people started building satellite systems around it, smaller applications that added new features faster, without waiting for the core to evolve. It was pragmatic. Business got what it needed, engineers could delive…  ( 9 min )

Just to don't talk only about failures, let's have a bit of fun with password cracking (can't wait, uh?). hashcat to crack hashed passwords but, most important, I had to understand how a good Open Source INTelligence (OSINT for friends) activity can make a significant difference in this activity. First step: thanks to a cool Python script designed by my good friend Dogan, we've generated 1000 fake profiles with relative passwords hashed with the SHA-512 algorithm. So, basically just 12 passwords were discovered. Promising, but yet non satisfactory. Second step: we've decided to include rockyou, a list of over 14 million plaintext passwords from the 2009 RockYou hack (more info on this here. But... Another pass bites the dust. Third step: at this point we've used a wordlist based on the personal information of the profiles and... BANG! All passwords cracked. Ensure your password are a robust mix of randomness and length (as you can learn from the amazing comic in the cover image provided by xkcd Passwords alone are not sufficient; always utilize Multi-Factor Authentication (MFA) to secure your accounts, especially for sensitive corporate information. Always remember: don’t be the weak link that could lead to significant security setbacks. If you can find the complete project here (yeah, I know, hash_and_crack it's a great name). On the bright side: I've just passed my SC900 exam (the terribly boring Microsoft certification on Security, Compliance, and Identity) my 4 kyu rank on Codewars! Something to read: Kate Beaton - Ducks Totorro - Sofa So Good Paying for It  ( 7 min )

By Oliver Otto, TimeSpin GmbH Twice a year, Europe performs a ritual that seems routine but leaves deep social and economic traces — the time change. What seems like a small shift in daily life is, in truth, a complex interplay of technology, politics, and biology. The idea of changing the clock was born out of scarcity. But as numerous studies later showed, the expected energy savings never really materialized. Modern lighting, efficient appliances, and flexible working hours have long rendered the original rationale obsolete. Today, more than a century later, it’s mostly political routine — not economic sense — that keeps the time change alive. While the European Union continues to debate, other nations have long since acted: Iceland has not changed its clocks for decades. Given its loc…  ( 10 min )

Expo Router’s latest release introduces Stack.Protected, a powerful, declarative way to handle route protection and role-based access in your Expo and React Native apps. This feature, combined with a thoughtful directory structure, makes authentication and authorization flows much simpler, more maintainable, and scalable. Stack.Protected Is a Game Changer Before Stack.Protected, developers often relied on manual redirects, conditional rendering, or navigation hacks to protect routes. This approach has several drawbacks: Scattered Logic: Authentication checks and redirects are spread across multiple files and components, making the codebase harder to maintain and reason about. Fragile Navigation: Manual redirects can be bypassed by deep links, browser navigation, or race conditions, allow…  ( 8 min )

So color: Ambient Lighting: So heres where we apply the ambient lighting. Its a really cheap thing we are doing were essentially not even simulating lighting were just saying, "Make this 0.1 brighter on each RGB value so its not completely dark" Diffuse Lighting: Also we need to measure the angle at which the lightsource is hitting a fragment on our object. To do this we take the position of the lightsource and lets say a point on an object. Perpendicular to that point we calculate the angle in which the lightsource is at, We do this with a Dot product calculation. Which basically means that the closer to 1 the dot product is the perpendicular line from the point we calculated and the lightsource are at the same angle. The closer to 0, the more its closer to being at a 90 degree angle. S…  ( 9 min )

A quiet revolution is happening in recruiting — and it’s not about fancy dashboards or AI-written job descriptions. Autonomous AI agents that don’t just analyze data — they hold conversations, read intent, and evaluate people like seasoned recruiters. The Broken Equation of “Culture Fit” For decades, culture fit has been an intuitive checkbox. That instinct worked — until companies scaled. Meanwhile, hiring teams tried to “objectify” culture fit with static psychometric tests. The result? The Rise of AI Interview Agents At Dassh.AI, we asked a simple question: What if culture fit could be measured with empathy and precision — at scale? That question led us to build Stella, our AI-powered recruiter. Stella doesn’t just screen resumes or conduct robotic interviews. Using a mix of large langu…  ( 8 min )

In today's digital landscape, web applications must deliver flawless experiences across an expanding array of browsers, devices, and platforms. This increasing complexity creates significant challenges for testing teams who must ensure consistent functionality and user experience. Playwright has emerged as a powerful solution for testing in these complex scenarios, offering cross-browser compatibility and powerful automation capabilities that fits a wide range of solutions. However, even with Playwright's robust feature set, many testing projects fail to achieve their full potential due to architectural shortcomings. Without a carefully designed structure, test suites quickly become unwieldy, difficult to maintain, and prone to failures that undermine their reliability. The true challenge …  ( 11 min )

By Oliver Otto, CEO of TimeSpin GmbH Twice a year, something happens that affects the daily rhythm of millions of people across Europe — the clock change. In recent years, discussions about the usefulness of this measure have intensified. This article explores the economic, organizational, and societal effects of the time change — and shows why modern work environments and digital time tracking systems like TimeSpin can help businesses handle the “time shift” more effectively. The idea of changing the clocks isn’t new. After the war, the practice was repeatedly abolished and reintroduced until it became permanent in 1980 in West Germany. However, later studies revealed that actual energy savings were marginal. Over time, the time change became a cultural and organizational routine — its us…  ( 10 min )

Every line of code you write is a potential security risk. A missing input check or an outdated library can be all it takes for an attacker to slip in — not through brute force, but through your code itself. In today’s digital world, writing code isn’t just about making apps or websites work. It’s about making them safe. Cyberattacks, data breaches and stolen information are becoming increasingly common, and even small mistakes in your code can open doors for hackers. The good news? Never trust user input. Anything a user can submit; forms, URLs or API requests can potentially be malicious. Always validate and sanitize inputs to prevent attacks like SQL injection or cross-site scripting (XSS). Tip: Use whitelisting (allow only what’s expected) instead of blacklisting (blocking known bad in…  ( 8 min )

The Resistire Experiment: Hvala's Experimental Evaluation on Real-World Large Graphs Frank Vega Information Physics Institute, 840 W 67th St, Hialeah, FL 33012, USA vega.frank@gmail.com This section presents comprehensive experimental results of the Hvala algorithm on real-world large graphs from the Network Data Repository. The benchmark suite consists of 88 instances selected from a collection of 139 undirected simple graphs, representing more than half of the most challenging real-world instances available. Dataset Source: Network Data Repository - Large Graphs Collection Format: DIMACS graph format (standard for vertex cover benchmarks) Selection Criteria: The 88 smallest instances from the collection, ensuring computational feasibility while maintaining diversity across application …  ( 12 min )

In the dynamic digital landscape of 2025, an organization's application portfolio is more than just a collection of software; it is the very engine of innovation, customer engagement, and operational excellence. However, legacy systems, while once the backbone of business, can become anchors holding back growth, agility, and competitive edge. This is where the strategic imperative of application portfolio modernization comes to the forefront. It is a journey of transformation, moving from rigid, monolithic architectures to a future-proof, agile, and intelligent application ecosystem. For forward-thinking companies like McLean Forrester, embracing this journey is not merely an IT initiative; it is a declaration of their commitment to leading their industry into the future. Why Modernization…  ( 8 min )

U draait de deur dicht, hoort een droog “tikje” en voelt direct dat het mis is. Schrik, onmacht en tijdsdruk volgen elkaar in seconden op. Toch ontstaat zo’n incident zelden uit het niets; meestal stapelen oorzaken zich op tot het moment suprême. In deze gids ontrafelen we de zeven belangrijkste aanleidingen, plus snelle eerste hulp en duurzame preventie. Zo verandert een stressmoment in een leerpunt andere deuren in huis profiteren meteen mee. En ja: ook wanneer sleutel afgebroken in slot nu al uw realiteit is, vindt u hier heldere, veilige stappen. Dagelijks gebruik laat sporen na: een sleutel botst in de broekzak tegen andere metalen, neemt zand mee en wordt telkens in een nauw kanaal gedwongen. Messing of nikkel zilver slijt dan langzaam; randen worden ronder, het profiel minder scherp…  ( 10 min )

Not Resurrection. Not Immortality. Just love that still responds. That's the philosophy behind Long Echo—a project about preserving conversations with AI assistants in a way that remains accessible and meaningful across decades. Not creating digital ghosts that autonomously post to social media. Not trying to resurrect anyone. Just ensuring that the knowledge, care, and wisdom captured in our conversations with AI can still be found, searched, and used when the original software is long gone. We're having important conversations with AI assistants: Teaching moments with students Advice we'd give our children Technical problems we've solved Creative work we don't want to lose Personal growth tracked over years But these conversations are trapped in proprietary formats, scattered across pl…  ( 10 min )

Recently I started work on the new extensions functionality in Saleor Dashboard. This repo is quite large (450k LOC). I decided to make some cleanup before I introduce the feature. So the plan was: Make a feature... ... but first, refactor this and that.... ... but first, remove some dead code. tldr: This post is about removing approx 30k LOC (~6.6%) of the codebase and bundle size (pre-gzipped) lowered by 350KB First of all, I have diagnosed where the main gains are. I found three main areas Invalid module refactor Stale feature flags Unused graphQL queries I wanted to focus mainly on them, because I already had some understanding what's going on. I also wanted to keep them specifically, to reduce the code complexity before my change. Some time ago Saleor consolidated extensions model - w…  ( 8 min )

IT teams often deal with the same problem: computers that fail without warning or devices that get replaced long before they need to. Both lead to wasted time, higher costs, and frustrated users. Without a clear way to track how each computer performs and ages, refresh planning turns into guesswork. Budgets go off track, support tickets pile up, and downtime becomes routine. Computer Lifecycle Management (CLM) helps fix this by showing exactly where each device stands in its lifecycle. With the right data, IT teams can predict when a computer is nearing its limit — and plan replacements before problems appear. What Computer Lifecycle Management Actually Means Computer Lifecycle Management, or CLM, is more than just keeping an inventory of devices. It’s a structured way to manage the enti…  ( 11 min )

Hello Dev Community! 👋 I’m Vishaka Hi all, I’m Vishaka, a Computer Science graduate from SRM RMP, Chennai, India. writing and sharing my thoughts here on Dev.to. I’ll be writing about: My certifications and courses and what I learned from them My explorations in career/life try to share my thoughts And little personal lessons I pick up along the way ✨ I hope to write here often, connect with amazing people, and find my space in this wonderful community. 💭 What about you? See you all around! 💬 — Vishaka  ( 6 min )

How can a DBA quickly locate system faults? How can performance be effectively optimized? How should one approach technology selection and build a robust technical system? Today, we introduce a seasoned database expert and operations professional with over a decade of industry experience — the Operations Center Manager of the Information Technology Department at a major bank. He has been responsible for maintaining hosts, middleware, and databases; participated in the development of the bank’s core and payment systems; and led the construction of the operations framework, emergency disaster recovery system, and monitoring infrastructure. We hope his experience provides valuable insights for your own work. In 2001, Li Jianming knew nothing about this issue when he was filling out his colleg…  ( 13 min )

As developers, we often focus on what data we get, but not enough on how we get it. The data type itself is a critical part of your application's contract. I've seen subtle bugs arise from PHP's loose typing—where a string "100" passes for an integer, or a string "true" passes for a boolean. In API development or financial logic, this ambiguity is unacceptable. In my latest article, I break down Laravel's powerful but underused strict validation rule. It's the key to: If you're building serious applications, this is a must-read. Check it out and let me know your thoughts on strict typing in the comments. Read the full article SoftwareEngineering #Laravel #PHP #BestPractices #APIDevelopment  ( 6 min )

Ezra Furman Full Live Session on KEXP On August 13, 2025, Ezra Furman unleashed a four‐song set in the KEXP studio featuring “Jump Out,” “Submission,” “Veil Song” and “Power Of The Moon.” Host Cheryl Waters guides listeners through this lively, intimate performance that captures Ezra’s raw energy and infectious spirit. Backing Ezra are Liz Furman (vocals, guitar), Ben Joseph (keys, guitar), Sam Durkes (drums), Jorgen Jorgensen (bass) and Lilah Larson (guitar), with engineer Kevin Suggs, mastering by Matt Ogaz, and a crack camera crew led by Jim Beckmann and Carlos Cruz. Watch on YouTube  ( 6 min )

Indigo De Souza – “Always” (Live on KEXP) Indigo De Souza delivers a stripped-down, heartfelt rendition of “Always” straight from KEXP’s Seattle studio, recorded August 31, 2025. Backed by Landon George’s warm basslines, Maddie Shuler’s layered guitars, keys and harmonies, and Lila Richardson’s dynamic drumming, the performance feels both intimate and full-bodied. Behind the scenes, host Ashley McDonald guides the session while engineer Kevin Suggs and mastering whiz Matt Ogaz nail the sound. A crew of talented camera operators (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) and editor Carlos Cruz capture every moment of this must-watch live session. Watch on YouTube  ( 6 min )

Indigo De Souza – “Be Like The Water” Live on KEXP Indigo De Souza brings an intimate, raw performance of “Be Like The Water” straight from the KEXP studio, recorded August 31, 2025. Backed by Landon George on bass, Maddie Shuler on guitar/keys/vocals and Lila Richardson on drums, she delivers a dynamic and heartfelt take on her track. Behind the scenes, host Ashley McDonald and audio engineer Kevin Suggs capture every nuance, with Matt Ogaz mastering the final mix. A four-camera crew (Jim Beckmann, Carlos Cruz, Scott Holpainen & Emma Juncosa) plus editor Carlos Cruz make this a visually engaging session—stream it on KEXP.org or visit Indigo’s site for more. Watch on YouTube  ( 6 min )

**Circles Around the Sun & Mikaela Davis jammed live in the KEXP studio on August 21, 2025, laying down a lush version of “After Sunrise.” Bassist Dan Horne, drummer Mark Levyz, keyboardist Adam MacDougall, guitarist John Lee Shannon and harpist/vox Mikaela Davis brought the vibes under host Troy Nelson’s guidance. On the tech side, Kevin Suggs engineered, Dan Horne mixed, and Matt Ogaz mastered the audio, while Jim Beckmann, Carlos Cruz, Scott Holpainen, Jonathan Jacobson and Luke Knecht ran cameras (with Beckmann also on editing). Dive into more at circlesaroundthesun.bandcamp.com or kexp.org, and join the YouTube channel for extras! Watch on YouTube  ( 6 min )

As a renowned technical expert in the DBA (Database Administrator) community, Xu Ji has remained active in the industry, having been a speaker at numerous database and IT operations events, and has gained a large following. Xu Ji’s works continue to be essential reading for many DBAs, with numerous professionals finding solutions to their problems in his books. Despite his fame in the database field, Xu Ji originally entered the field somewhat by chance. How did he gradually become a database expert? One day in 2015, Xu Ji received an urgent call for help from State Grid Corporation of China (SGCC). It turned out that the State Grid was under attack by an Oracle database SCN HEADROOM storm, and the SCN ceiling was less than 10 days away from being reached. If the source of the issue wasn’t…  ( 12 min )

When you click through “When artists don’t write their own songs,” you mostly get a wall of self-promo: there’s a 20% off link for Brilliant.org then a pre-order blitz for Noah LeFevre’s new book Century of Song with direct links to Barnes & Noble, Blackwells, Indie Bound, Amazon, Books-A-Million, Books Inc. and Chapters. At the bottom you’re nudged to support the creator on Patreon, follow Polyphonic on Twitter, and join their Discord community. Watch on YouTube  ( 6 min )

Master Angular Performance: 10 Essential Lazy Loading, Route Guards & Resolvers Techniques Every Developer Must Know Unlock the full potential of Angular routing and skyrocket your application's performance The secret lies in mastering three fundamental Angular concepts that separate amateur developers from seasoned professionals: Lazy Loading, Route Guards, and Resolvers. These aren't just fancy terms thrown around in Angular documentation—they're your weapons against slow load times, security vulnerabilities, and poor user experience. Picture this: You've built an amazing Angular application with dozens of features, but users are abandoning it before it even loads. Sound familiar? You're not alone. According to recent studies, 53% of users abandon mobile sites that take lon…  ( 13 min )

🦄 I've been trying to get to this post for a while and I was likely working on it when I definitely should have been doing something else entirely. I wrote about this topic briefly in a previous post, but that brief aside does the whole concept a disservice. I've been begging anyone who will listen to please steal this idea from me, 🙏 use it in real projects, personal projects, and then give it to a friend like a party favor nobody asked for. So far, feedback is positive and change is very slow. This is my attempt to nudge it along while I figure out the next piece of the puzzle—which is language-agnostic enforcement at scale (yes, I know—that sounds simple, right?). So while I've been patiently waiting on Father Time to drop off some 36-hour days from the cosmos, I managed to throw …  ( 17 min )

Quick Summary: 📝 Mediabunny is a JavaScript library written in TypeScript for reading, writing, and converting media files directly in the browser. It supports a wide range of formats and codecs, aiming to provide high-performance media operations with zero dependencies and tree-shakable bundling. ✅ Mediabunny enables complex media operations (conversion, trimming, resizing) to run entirely client-side in the browser. ✅ It is built in pure TypeScript with zero dependencies, ensuring maximum performance and a minimal bundle size (highly tree-shakable). ✅ Leverages the WebCodecs API for hardware-accelerated encoding and decoding, resulting in very fast processing times. ✅ Supports streaming I/O, allowing developers to handle very large video and audio files efficiently without memor…  ( 7 min )

Table of Contents Introduction The Evolution of DevOps How AI Is Transforming DevOps Today The Fear: Will AI Replace DevOps Roles? The Rise of Platform Engineering What the Next 5 Years Will Look Like Key Stats & Industry Insights FAQs Key Takeaways Conclusion “AI is a productivity enhancer, not a job eliminator. It helps companies grow and potentially increase hiring.” - Aaron Levie, CEO of Box (source) For years, DevOps has been the heartbeat of modern software delivery, bridging the gap between developers and operations, driving agility, and enabling continuous innovation. But now, a new force is shaking up the industry: Artificial Intelligence (AI). From AIOps to AI-driven code assistants, automation is moving faster than ever. It raises a critical question for every DevOps professi…  ( 9 min )